{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "be8b4981",
   "metadata": {},
   "source": [
    "# 数据准备-liepin-PM"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cf22335a",
   "metadata": {},
   "source": [
    "## 请求页面准备\n",
    "> 1. 找到页面的数据API接口\n",
    "> 2. 提供正确的用户请求酬载（payload）\n",
    "> 3. 准备请求的headers，增加cookie信息（用户登录之后的cookie），保证数据的合理性\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7df093b6",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "请输入你要查询的职位：游戏测试工程师\n",
      "请输入你要查询的地区：广州\n"
     ]
    }
   ],
   "source": [
    "用户输入职位 = input(\"请输入你要查询的职位：\")\n",
    "用户输入的地区 = input(\"请输入你要查询的地区：\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "72589688",
   "metadata": {},
   "outputs": [],
   "source": [
    "地区编码字典 = {\n",
    "    '广州':'050020',\n",
    "    '深圳':'050090'\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c6f6861b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2246317213%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%221%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': [], 'title': '游戏测试工程师', 'salary': '10-15k·13薪', 'dq': '广州-天河区', 'requireWorkYears': '经验不限', 'jobId': '46317213', 'refreshTime': '20230523113854', 'jobKind': '1', 'topJob': False, 'link': 'https://www.liepin.com/a/46317213.shtml', 'dataPromId': 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'{\"recruiterName\":\"邓女士\",\"jobId\":\"43979465\",\"userId\":\"7125816214e257c13dffddc7cd1c1cd7\",\"imId\":\"f57250bb4706b361f4067025f1d6ce6f\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}'}, {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2251234983%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%226%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['学历不限', '测试开发', '黑盒测试', '白盒测试', '功能测试', '性能测试'], 'title': '游戏测试工程师', 'salary': '6-10k·14薪', 'dq': '广州-黄埔区', 'jobId': '51234983', 'pcOuterLink': '', 'h5OuterLink': '', 'refreshTime': '20230113164538', 'jobKind': '6', 'topJob': False, 'link': 'https://www.liepin.com/lptjob/51234983', 'campusJobKind': '应届', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=22&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=22', 'advViewFlag': False}, 'recruiter': {'chatted': False, 'recruiterName': '黄女士', 'recruiterTitle': 'HRBP', 'imId': '30ab872ce6a2dc3613d8a6ef9551fb50', 'imUserType': '2', 'recruiterId': '16fd5ec00a2bfe42455c0853f5145bf2', 'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'}, 'comp': {'compLogo': '62906f4fb244352e0e92648207u.png', 'compId': 9386110, 'compScale': '2000-5000人', 'compName': '多益网络有限公司', 'link': 'https://www.liepin.com/company/9386110/', 'compIndustry': '互联网'}, 'dataParams': '{\"recruiterName\":\"黄女士\",\"jobId\":\"51234983\",\"userId\":\"16fd5ec00a2bfe42455c0853f5145bf2\",\"imId\":\"30ab872ce6a2dc3613d8a6ef9551fb50\",\"imUserType\":\"2\",\"jobKind\":\"6\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}'}], 'compList': []}, 'pagination': {'totalPage': 1, 'pageSize': 40, 'currentPage': 0, 'totalCounts': 23, 'hasNext': False}, 'passThroughData': {'sfrom': 'search_job_pc', 'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'scene': 'input', 'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8'}}}\n"
     ]
    }
   ],
   "source": [
    "import requests\n",
    "import json\n",
    "\n",
    "url = \"https://apic.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload = {\n",
    "    \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": 地区编码字典[用户输入的地区],\n",
    "            \"dq\": 地区编码字典[用户输入的地区],\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": 0,\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": 用户输入职位,\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"0\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\"\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"input\",\n",
    "            \"skId\": \"\",\n",
    "            \"fkId\": \"\",\n",
    "            \"ckId\": \"h2c8pxojavrmo1w785z7ueih2ybfpux8\",\n",
    "            \"suggest\": None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "# set the headers\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie':'inited_user=daf7251f92024e8969feb28b0e9ad34c; __gc_id=0baa2ddaa7774d8fba2b9c2c3d8ba166; __uuid=1670205465393.76; XSRF-TOKEN=ENzGaqkHSwuu77YYn7m0IQ; _ga=GA1.1.1852247760.1685687743; __tlog=1685687751918.65%7C00000000%7C00000000%7C00000000%7C00000000; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1685687755; acw_tc=276077d516856877547452401ee7e4c0793a7cc8414b4954d6510b1d7f452a; UniqueKey=95507c72a8d5ae141a667e00ad0d9493; liepin_login_valid=0; lt_auth=uOZeOXQGxlzxtXfR3zQN4vociI39UWvIpX8EhE0Ahoe%2BCqG04PngSwOGq7EExAMhmhImcMULN7j7M%2BD2wXJD7UcWwGqnl4CyvOW92GECSuBcN8W2vezHl8zRQpQcl0AC8nFbtkIL%2BQ%3D%3D; access_system=C; user_roles=0; user_photo=5f8fa3a679c7cc70efbf444e08u.png; user_name=%E8%AE%B8%E6%99%BA%E8%B6%85; need_bind_tel=false; new_user=false; c_flag=fa43f4d55f3df63a96a7b4f194e214d4; inited_user=daf7251f92024e8969feb28b0e9ad34c; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1685688821; imId=c5f9b89f8466dffe6882ca1e5431db9c; imId_0=c5f9b89f8466dffe6882ca1e5431db9c; imClientId=c5f9b89f8466dffeb1921abcfab3aed0; imClientId_0=c5f9b89f8466dffeb1921abcfab3aed0; imApp_0=1; __session_seq=7; __uv_seq=7; fe_im_socketSequence_new_0=1_1_1; fe_im_opened_pages=; fe_im_connectJson_0=%7B%220_95507c72a8d5ae141a667e00ad0d9493%22%3A%7B%22socketConnect%22%3A%222%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D; _ga_54YTJKWN86=GS1.1.1685687743.1.1.1685688839.0.0.0',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"Windows\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/105.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': 'e21cd0d2-44d4-4aba-b8bf-9c44f5c5f453',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'ENzGaqkHSwuu77YYn7m0IQ'\n",
    "}\n",
    "\n",
    "# send a POST request with headers\n",
    "r = requests.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c9ce3169",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "page = response_data['data']['pagination']['totalPage']\n",
    "page"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "00d5fcb6",
   "metadata": {},
   "source": [
    "## 翻页获取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "43043d51",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2246317213%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%221%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': [], 'title': '游戏测试工程师', 'salary': '10-15k·13薪', 'dq': '广州-天河区', 'requireWorkYears': '经验不限', 'jobId': '46317213', 'refreshTime': '20230523113854', 'jobKind': '1', 'topJob': False, 'link': 'https://www.liepin.com/a/46317213.shtml', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=0', 'advViewFlag': False, 'requireEduLevel': '本科及以上'}, 'recruiter': {'chatted': False, 'recruiterName': '黎女士', 'recruiterTitle': '猎头顾问', 'imId': '94b40c15a4269e746e4121ecbade1c98', 'imUserType': '2', 'recruiterId': '120d80275c6668037b31c24bfcb4ef39', 'recruiterPhoto': '5f8fa3bc8dbe6273dcf85e5e08u.png'}, 'comp': {'compStage': '融资未公开', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compScale': '10000人以上', 'compName': '某大型知名互联网公司', 'link': '', 'compIndustry': '互联网'}, 'dataParams': '{\"recruiterName\":\"黎女士\",\"jobId\":\"46317213\",\"userId\":\"120d80275c6668037b31c24bfcb4ef39\",\"imId\":\"94b40c15a4269e746e4121ecbade1c98\",\"imUserType\":\"2\",\"jobKind\":\"1\",\"recruiterPhoto\":\"5f8fa3bc8dbe6273dcf85e5e08u.png\"}'}, {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2244188875%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%221%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': [], 'title': '游戏测试工程师（网易游戏）', 'salary': '40-65k·16薪', 'dq': '广州', 'requireWorkYears': '3-5年', 'jobId': '44188875', 'refreshTime': '20230601093713', 'jobKind': '1', 'topJob': False, 'link': 'https://www.liepin.com/a/44188875.shtml', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=1&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=1', 'advViewFlag': False, 'requireEduLevel': '统招本科'}, 'recruiter': {'chatted': False, 'recruiterName': '戴女士', 'recruiterTitle': '猎头顾问', 'imId': 'bf454d3cca936d1f25f5fb4be962b746', 'imUserType': '2', 'recruiterId': 'f67147bb3473279812e4abb6f4fe55e9', 'recruiterPhoto': '61506b4de7e9132fb4924ec004u.jpg'}, 'comp': {'compStage': '融资未公开', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compScale': '10000人以上', 'compName': '某广州大型互联网公司', 'link': '', 'compIndustry': '互联网'}, 'dataParams': '{\"recruiterName\":\"戴女士\",\"jobId\":\"44188875\",\"userId\":\"f67147bb3473279812e4abb6f4fe55e9\",\"imId\":\"bf454d3cca936d1f25f5fb4be962b746\",\"imUserType\":\"2\",\"jobKind\":\"1\",\"recruiterPhoto\":\"61506b4de7e9132fb4924ec004u.jpg\"}'}, {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2246451007%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%221%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': [], 'title': '高级游戏测试工程师', 'salary': '30-60k·16薪', 'dq': '广州', 'requireWorkYears': '经验不限', 'jobId': '46451007', 'refreshTime': '20230525162747', 'jobKind': '1', 'topJob': False, 'link': 'https://www.liepin.com/a/46451007.shtml', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=2&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=2', 'advViewFlag': False, 'requireEduLevel': '本科及以上'}, 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'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=18&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=18', 'advViewFlag': False, 'requireEduLevel': '本科'}, 'recruiter': {'chatted': False, 'recruiterName': '陈先生', 'recruiterTitle': '招聘经理', 'imId': '4a4ece35206ffdf578f5885b11a76839', 'imUserType': '2', 'recruiterId': 'd4be0c7af21e622076f4668dbe33f725', 'recruiterPhoto': '57c4e9d345ce9f0a74a9b8cd04a.png'}, 'comp': {'compStage': '港股上市', 'compLogo': '5bfe915474719d35745acf0903a.png', 'compId': 1072424, 'compScale': '10000人以上', 'compName': '阿里巴巴集团', 'link': 'https://www.liepin.com/company/1072424/', 'compIndustry': '互联网'}, 'dataParams': '{\"recruiterName\":\"陈先生\",\"jobId\":\"58734523\",\"userId\":\"d4be0c7af21e622076f4668dbe33f725\",\"imId\":\"4a4ece35206ffdf578f5885b11a76839\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterPhoto\":\"57c4e9d345ce9f0a74a9b8cd04a.png\"}'}, {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2246524447%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%221%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['灰盒测试', '白盒测试'], 'title': '高级游戏测试开发工程师/测试开发专家', 'salary': '40-65k', 'dq': '广州', 'requireWorkYears': '3-5年', 'jobId': '46524447', 'refreshTime': '20230529160657', 'jobKind': '1', 'topJob': False, 'link': 'https://www.liepin.com/a/46524447.shtml', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=19&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=19', 'advViewFlag': False, 'requireEduLevel': '大专及以上'}, 'recruiter': {'chatted': False, 'recruiterName': '温女士', 'recruiterTitle': '猎头顾问', 'imId': '4406a934314ae2a659a7d64ad9817c9f', 'imUserType': '2', 'recruiterId': '9537524a631f66225f978695c9fe7245', 'recruiterPhoto': '6126e724823cd108fb5e4a3a07u.jpg'}, 'comp': {'compStage': '已上市', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compScale': '10000人以上', 'compName': '某 知名互联网上市公司', 'link': '', 'compIndustry': '互联网/电商'}, 'dataParams': '{\"recruiterName\":\"温女士\",\"jobId\":\"46524447\",\"userId\":\"9537524a631f66225f978695c9fe7245\",\"imId\":\"4406a934314ae2a659a7d64ad9817c9f\",\"imUserType\":\"2\",\"jobKind\":\"1\",\"recruiterPhoto\":\"6126e724823cd108fb5e4a3a07u.jpg\"}'}, {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2249224597%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['测试开发', 'Python', '游戏测试'], 'title': '高级游戏测试开发工程师', 'salary': '20-40k·16薪', 'dq': '广州-海珠区', 'requireWorkYears': '3-5年', 'jobId': '49224597', 'pcOuterLink': '', 'h5OuterLink': '', 'refreshTime': '20220425180115', 'jobKind': '2', 'topJob': False, 'link': 'https://www.liepin.com/job/1949224597.shtml', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=20&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=20', 'advViewFlag': False, 'requireEduLevel': '本科'}, 'recruiter': {'chatted': False, 'recruiterName': '赵女士', 'recruiterTitle': '招聘HR', 'imId': '03cefbc5920919bbf19be04c8fd8e210', 'imUserType': '2', 'recruiterId': '84aa50a23e38409aff19c940eb3e8723', 'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'}, 'comp': {'compStage': '港股上市', 'compLogo': '5bfe915474719d35745acf0903a.png', 'compId': 1072424, 'compScale': '10000人以上', 'compName': '阿里巴巴集团', 'link': 'https://www.liepin.com/company/1072424/', 'compIndustry': '互联网'}, 'dataParams': '{\"recruiterName\":\"赵女士\",\"jobId\":\"49224597\",\"userId\":\"84aa50a23e38409aff19c940eb3e8723\",\"imId\":\"03cefbc5920919bbf19be04c8fd8e210\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}'}, {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2243979465%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['python', '自动化测试'], 'title': '游戏测试开发工程师', 'salary': '10-15k', 'dq': '广州', 'requireWorkYears': '3-5年', 'jobId': '43979465', 'pcOuterLink': '', 'h5OuterLink': '', 'refreshTime': '20220112143814', 'jobKind': '2', 'topJob': False, 'link': 'https://www.liepin.com/job/1943979465.shtml', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=21&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=21', 'advViewFlag': False, 'requireEduLevel': '本科'}, 'recruiter': {'chatted': False, 'recruiterName': '邓女士', 'recruiterTitle': '', 'imId': 'f57250bb4706b361f4067025f1d6ce6f', 'imUserType': '2', 'recruiterId': '7125816214e257c13dffddc7cd1c1cd7', 'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'}, 'comp': {'compLogo': '604efd784431c2680d555fa007u.png', 'compId': 12537739, 'compScale': '50-99人', 'compName': '广州纵梦互娱科技有限公司', 'link': 'https://www.liepin.com/company/12537739/', 'compIndustry': '游戏'}, 'dataParams': '{\"recruiterName\":\"邓女士\",\"jobId\":\"43979465\",\"userId\":\"7125816214e257c13dffddc7cd1c1cd7\",\"imId\":\"f57250bb4706b361f4067025f1d6ce6f\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}'}, {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2251234983%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%226%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['学历不限', '测试开发', '黑盒测试', '白盒测试', '功能测试', '性能测试'], 'title': '游戏测试工程师', 'salary': '6-10k·14薪', 'dq': '广州-黄埔区', 'jobId': '51234983', 'pcOuterLink': '', 'h5OuterLink': '', 'refreshTime': '20230113164538', 'jobKind': '6', 'topJob': False, 'link': 'https://www.liepin.com/lptjob/51234983', 'campusJobKind': '应届', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=22&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=22', 'advViewFlag': False}, 'recruiter': {'chatted': False, 'recruiterName': '黄女士', 'recruiterTitle': 'HRBP', 'imId': '30ab872ce6a2dc3613d8a6ef9551fb50', 'imUserType': '2', 'recruiterId': '16fd5ec00a2bfe42455c0853f5145bf2', 'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'}, 'comp': {'compLogo': '62906f4fb244352e0e92648207u.png', 'compId': 9386110, 'compScale': '2000-5000人', 'compName': '多益网络有限公司', 'link': 'https://www.liepin.com/company/9386110/', 'compIndustry': '互联网'}, 'dataParams': '{\"recruiterName\":\"黄女士\",\"jobId\":\"51234983\",\"userId\":\"16fd5ec00a2bfe42455c0853f5145bf2\",\"imId\":\"30ab872ce6a2dc3613d8a6ef9551fb50\",\"imUserType\":\"2\",\"jobKind\":\"6\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}'}], 'compList': []}, 'pagination': {'totalPage': 1, 'pageSize': 40, 'currentPage': 0, 'totalCounts': 23, 'hasNext': False}, 'passThroughData': {'sfrom': 'search_job_pc', 'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'scene': 'input', 'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8'}}}\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "response_df = []\n",
    "for i in range(page): # 需要判断页面的数据有多少页\n",
    "    payload['data']['mainSearchPcConditionForm']['currentPage']=i\n",
    "    # send a POST request with headers\n",
    "    r = requests.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "    # extract the JSON data from the response\n",
    "    response_data = r.json()\n",
    "    print(response_data)\n",
    "    df = pd.json_normalize(response_data['data']['data']['jobCardList'])\n",
    "    response_df.append(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "4422f4cf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[                                           dataParams  \\\n",
       " 0   {\"recruiterName\":\"牟女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 1   {\"recruiterName\":\"王女士\",\"jobKind\":\"1\",\"jobId\":\"...   \n",
       " 2   {\"recruiterName\":\"郭女士\",\"jobKind\":\"1\",\"jobId\":\"...   \n",
       " 3   {\"recruiterName\":\"李先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 4   {\"recruiterName\":\"蒋女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 5   {\"recruiterName\":\"周先生\",\"jobKind\":\"1\",\"jobId\":\"...   \n",
       " 6   {\"recruiterName\":\"李先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 7   {\"recruiterName\":\"蒋女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 8   {\"recruiterName\":\"汪女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 9   {\"recruiterName\":\"陶女士\",\"jobKind\":\"1\",\"jobId\":\"...   \n",
       " 10  {\"recruiterName\":\"黄女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 11  {\"recruiterName\":\"钟女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 12  {\"recruiterName\":\"肖先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 13  {\"recruiterName\":\"李女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 14  {\"recruiterName\":\"杨女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 15  {\"recruiterName\":\"刘先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 16  {\"recruiterName\":\"巫女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 17  {\"recruiterName\":\"王女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 18  {\"recruiterName\":\"陈女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 19  {\"recruiterName\":\"田女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 20  {\"recruiterName\":\"蔡先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 21  {\"recruiterName\":\"谭女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 22  {\"recruiterName\":\"唐女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 23  {\"recruiterName\":\"刘女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 24  {\"recruiterName\":\"李女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 25  {\"recruiterName\":\"王女士\",\"jobKind\":\"1\",\"jobId\":\"...   \n",
       " 26  {\"recruiterName\":\"李先生\",\"jobKind\":\"1\",\"jobId\":\"...   \n",
       " 27  {\"recruiterName\":\"邱女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 28  {\"recruiterName\":\"李先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 29  {\"recruiterName\":\"张女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 30  {\"recruiterName\":\"代先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 31  {\"recruiterName\":\"李女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 32  {\"recruiterName\":\"苏女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 33  {\"recruiterName\":\"张女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 34  {\"recruiterName\":\"尹女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 35  {\"recruiterName\":\"蔡女士\",\"jobKind\":\"1\",\"jobId\":\"...   \n",
       " 36  {\"recruiterName\":\"何女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 37  {\"recruiterName\":\"巴女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 38  {\"recruiterName\":\"李先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 39  {\"recruiterName\":\"叶女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " \n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 5   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 6   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 7   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 24  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " \n",
       "                                            job.labels  job.salary  job.dq  \\\n",
       " 0                                  [产品规划, 流程设计, 团队管理]  18-26k·15薪  深圳-南山区   \n",
       " 1   [IT互联网, 广告产品, 内容产品, 用户研究, 需求分析, 产品规划, 市场调研, 3D设计]      10-11k      深圳   \n",
       " 2                                              [数据产品]      10-15k  深圳-罗湖区   \n",
       " 3                                              [产品规划]       8-10k      深圳   \n",
       " 4                                        [金融产品, 金融行业]        薪资面议  深圳-福田区   \n",
       " 5                                              [海外产品]  30-40k·14薪      深圳   \n",
       " 6                                  [数据产品, 策略产品, 团队管理]       9-10k  深圳-南山区   \n",
       " 7                                                  []       8-10k  深圳-南山区   \n",
       " 8                                  [需求挖掘, 用户研究, 产品设计]       8-12k  深圳-福田区   \n",
       " 9                                        [产品设计, 竞品分析]  10-15k·13薪  深圳-罗湖区   \n",
       " 10                                              [充电桩]   9-16k·15薪  深圳-南山区   \n",
       " 11                                                 []        4-5k  深圳-龙岗区   \n",
       " 12                                                 []   8-12k·13薪  深圳-福田区   \n",
       " 13                                                 []    7-9k·13薪  深圳-龙岗区   \n",
       " 14                      [医疗行业, 制造业, 市场调研, 产品设计, 产品规划]  10-15k·15薪  深圳-龙岗区   \n",
       " 15                [visio, ppt, erp, powerpoint, 需求分析]  10-15k·13薪  深圳-龙华区   \n",
       " 16                                       [电商产品, 电子商务]       6-10k      深圳   \n",
       " 17                                                 []   7-12k·13薪  深圳-南山区   \n",
       " 18                                             [医疗行业]   9-11k·13薪  深圳-南山区   \n",
       " 19         [画像产品, 产品规划, 汽车行业, 用户研究, 竞品分析, 数据分析, 产品优化]      10-30k  深圳-坪山区   \n",
       " 20                                                 []      10-20k  深圳-南山区   \n",
       " 21                               [课程策划, 课程设计, 教育培训产品]       8-12k  深圳-罗湖区   \n",
       " 22                                 [电商产品, 电子商务, to C]        5-8k  深圳-南山区   \n",
       " 23                                [电子/半导体/集成电路, 团队管理]       8-10k  深圳-南山区   \n",
       " 24  [智能硬件, 人工智能, SaaS产品, 智慧城市, to B, web端产品, Axure...  10-15k·15薪  深圳-宝安区   \n",
       " 25                       [采购, 用户研究, 需求分析, 市场调研, 需求调研]        7-8k      深圳   \n",
       " 26                                    [定价/竞价产品, 数据分析]  15-25k·15薪      深圳   \n",
       " 27                                                 []       9-14k  深圳-南山区   \n",
       " 28                          [IT互联网, 产品设计, 用户研究, 流程设计]        5-8k      深圳   \n",
       " 29                                              [GTM]   8-13k·13薪  深圳-宝安区   \n",
       " 30                                 [产品规划, 团队管理, 流程设计]  10-15k·15薪  深圳-南山区   \n",
       " 31                                                 []        薪资面议  深圳-福田区   \n",
       " 32  [市场调研, to B, 小程序产品, 移动端产品, 客户端产品, 生活服务, 产品规划, ...       7-10k  深圳-宝安区   \n",
       " 33                                       [教育行业, 安全产品]      10-15k  深圳-南山区   \n",
       " 34                           [医疗行业, 用户研究, 竞品分析, 产品规划]      12-30k  深圳-南山区   \n",
       " 35               [to B, Axure, bim, 物联网、数字孪生、智慧建筑或物业]      10-15k      深圳   \n",
       " 36                                [金融产品, 供应链产品, 金融行业]       6-12k  深圳-福田区   \n",
       " 37                                        [传感器, 硬件行业]  10-16k·14薪  深圳-南山区   \n",
       " 38                                             [产品设计]   7-11k·14薪      深圳   \n",
       " 39                             [产品规划, 需求分析, 产品设计, 英语]  15-30k·15薪  深圳-南山区   \n",
       " \n",
       "    job.jobKind job.jobId  job.advViewFlag job.refreshTime  \\\n",
       " 0            2  58628715            False  20230517154423   \n",
       " 1            1  45602291            False  20230424190558   \n",
       " 2            1  46237545            False  20230518113346   \n",
       " 3            2  43165575            False  20220722172819   \n",
       " 4            2  55895727            False  20230512165805   \n",
       " 5            1  46581991            False  20230602091330   \n",
       " 6            2  42180053            False  20230529103018   \n",
       " 7            2  39845971            False  20230525151649   \n",
       " 8            2  58993635            False  20230531171939   \n",
       " 9            1  46411779            False  20230526150717   \n",
       " 10           2  58503723            False  20230602144849   \n",
       " 11           2  58702707            False  20230523173148   \n",
       " 12           2  45784089            False  20221010110657   \n",
       " 13           2  58973495            False  20230531104144   \n",
       " 14           2  58486717            False  20230602113405   \n",
       " 15           2  38118177            False  20210520092242   \n",
       " 16           2  54563263            False  20230321153502   \n",
       " 17           2  36625929            False  20230203092455   \n",
       " 18           2  56142913            False  20230216104941   \n",
       " 19           2  53372399            False  20230313095229   \n",
       " 20           2  58829961            False  20230525101042   \n",
       " 21           2  54686037            False  20221129193157   \n",
       " 22           2  57571611            False  20230531121516   \n",
       " 23           2  51993449            False  20230531104344   \n",
       " 24           2  54225327            False  20230525111524   \n",
       " 25           1  44317477            False  20230522100022   \n",
       " 26           1  45169021            False  20230411094922   \n",
       " 27           2  58591721            False  20230526114545   \n",
       " 28           2  34492855            False  20220510201324   \n",
       " 29           2  56014671            False  20230512172337   \n",
       " 30           2  58812155            False  20230524152944   \n",
       " 31           2  47589757            False  20230602110526   \n",
       " 32           2  57416411            False  20230404140416   \n",
       " 33           2  58784405            False  20230529163743   \n",
       " 34           2  56844889            False  20230517092556   \n",
       " 35           1  45427343            False  20230601104622   \n",
       " 36           2  45130281            False  20230509100833   \n",
       " 37           2  57968141            False  20230529161945   \n",
       " 38           2  45702675            False  20220825175441   \n",
       " 39           2  51320569            False  20230510113436   \n",
       " \n",
       "                                        job.dataPromId  ...  \\\n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " \n",
       "             recruiter.recruiterPhoto recruiter.chatted  \\\n",
       " 0    641175d021fc690ecfd316cc03u.png             False   \n",
       " 1    5f8fa3b979c7cc70efbf445908u.png             False   \n",
       " 2    6360997b5577b852c5fe4de704u.jpg             False   \n",
       " 3    5f8f9868f6d1ab58476f24a008u.jpg             False   \n",
       " 4    5f8f986779c7cc70efbf36c008u.jpg             False   \n",
       " 5    5ec5f631ec4db462f821144307u.png             False   \n",
       " 6    6331415cfbee3d581c5944a802u.png             False   \n",
       " 7    5f8f9863f6d1ab58476f246a08u.jpg             False   \n",
       " 8    5f8f9866dfb13a7dee342f1808u.jpg             False   \n",
       " 9    6310994b301a6b538ec075a007u.png             False   \n",
       " 10  642e5aa6806a31252e27d41806u.jpeg             False   \n",
       " 11   5f8f9865ea60860b75384fa508u.jpg             False   \n",
       " 12   5f8f986bdfb13a7dee342f2108u.jpg             False   \n",
       " 13   5f8f9865ea60860b75384fa508u.jpg             False   \n",
       " 14   5f8f9866dfb13a7dee342f1808u.jpg             False   \n",
       " 15   5f8f986aea60860b75384fab08u.jpg             False   \n",
       " 16   5f8f986779c7cc70efbf36c008u.jpg             False   \n",
       " 17   5f8f9865ea60860b75384fa508u.jpg             False   \n",
       " 18   5f8f9866dfb13a7dee342f1808u.jpg             False   \n",
       " 19   5f8f986779c7cc70efbf36c008u.jpg             False   \n",
       " 20   5f8f9868f6d1ab58476f24a008u.jpg             False   \n",
       " 21   5f8f9865ea60860b75384fa508u.jpg             False   \n",
       " 22   5f8f986779c7cc70efbf36c008u.jpg             False   \n",
       " 23   5f8f9866dfb13a7dee342f1808u.jpg             False   \n",
       " 24   5f8f9866dfb13a7dee342f1808u.jpg             False   \n",
       " 25   5f8fa3baf6d1ab58476f324908u.png             False   \n",
       " 26  6305836476d0354edd8f9ba305u.jpeg             False   \n",
       " 27   5f8f986779c7cc70efbf36c008u.jpg             False   \n",
       " 28   603ddfca13789f2a26af794803u.png             False   \n",
       " 29   5f8f9865ea60860b75384fa508u.jpg             False   \n",
       " 30   5f8f9868f6d1ab58476f24a008u.jpg             False   \n",
       " 31   5f8f9866dfb13a7dee342f1808u.jpg             False   \n",
       " 32   5f8f9866dfb13a7dee342f1808u.jpg             False   \n",
       " 33   5f8f9863f6d1ab58476f246a08u.jpg             False   \n",
       " 34   5f8f9865ea60860b75384fa508u.jpg             False   \n",
       " 35   6232de9902ce8915f744b27e01u.png             False   \n",
       " 36   5f8f986779c7cc70efbf36c008u.jpg             False   \n",
       " 37   5f8f9865ea60860b75384fa508u.jpg             False   \n",
       " 38   5f8f986bdfb13a7dee342f2108u.jpg             False   \n",
       " 39   61f23f3d5340a52ba7101f2e04u.png             False   \n",
       " \n",
       "                recruiter.recruiterId  comp.compStage  \\\n",
       " 0   61019737e998101c8103b11216b31095             已上市   \n",
       " 1   bc6e1b4c41eb66900f50b914d002f24e              A轮   \n",
       " 2   0fb50963342e430021ca57c98197c355           融资未公开   \n",
       " 3   1e19a33914dce35fa8357497fbfab98c             NaN   \n",
       " 4   2fb8a8a4ef5dfc9afcf6a812804b7577             NaN   \n",
       " 5   dde90a5fde0e83fc0b470a2fc8ec9bc1              A轮   \n",
       " 6   c4dc264bb1a3dd249ad6c64d4f57283d             NaN   \n",
       " 7   9ccc97f95d3effd34b0662c8cfb01eef             NaN   \n",
       " 8   8a2d50b988e1b51da043f0b9e8baa388             NaN   \n",
       " 9   3b7574214ee9f0d0ad6096edcc186af7           融资未公开   \n",
       " 10  69e832fbe91e763f1cbdc8841b7813e3             已上市   \n",
       " 11  b57bb9d413bf445e16419748068312ce             NaN   \n",
       " 12  c434d896fca0d95e03fc334c6cc18695              B轮   \n",
       " 13  d7533b090a9b375d2fc7fee0a856df92             NaN   \n",
       " 14  c519e443a7436d13fbc95a917977f108           科创板上市   \n",
       " 15  61795ceaab487bc4cfe0f78863abf8c7             NaN   \n",
       " 16  aab15dad8112f8be3a6373820b2713a9           融资未公开   \n",
       " 17  9f26ed5dcf480fb2872e2c00f63829a7           融资未公开   \n",
       " 18  77ff8fe7492629411077c60011f0d3b2             NaN   \n",
       " 19  57b3f3da1c17976bd6d2ea544c1179c1             已上市   \n",
       " 20  3b81dfea91e8b4cffa50c454cc4a694a             NaN   \n",
       " 21  4e4f8ec6b30d27f57c5627424cfe1f93             NaN   \n",
       " 22  9cd985e1d8f01a515db511957f53bb51             NaN   \n",
       " 23  ea721b7356b110dcdbeb22dcd33e5e25             NaN   \n",
       " 24  ed5df33ad8bb4103cbb9b72765f0108e             NaN   \n",
       " 25  c7fbea870eb2aab9b3320c641bfff36a           融资未公开   \n",
       " 26  ba8f71b5be15ed0faa89971dfde76cc3             已上市   \n",
       " 27  7b294717c0dc948d779431d9b5406e7a             已上市   \n",
       " 28  df2be9e2790a91f7de8008aa1df671c3              D轮   \n",
       " 29  22ee40c57cfbeda594a53b1a87d717a1             NaN   \n",
       " 30  227d192767ea19013ec831f7421a50c4             已上市   \n",
       " 31  29c8c6260e9197a66c4f955520564a65             NaN   \n",
       " 32  a5ee06c096f279f20c0733b16f386a3c             NaN   \n",
       " 33  64acdb17356ba72252d3dc3186d20315             NaN   \n",
       " 34  64b1abe7b6c043c5f52a28b5f8cee937             NaN   \n",
       " 35  e65316c480d9ce1cc446d6b18435c47d           融资未公开   \n",
       " 36  4a68394eed8e79c96662b8af0895f804           融资未公开   \n",
       " 37  0d374f5d9354111186df428e339d6708             NaN   \n",
       " 38  995e8c4c2d50d2f6d588029ada10a3d3              B轮   \n",
       " 39  e057c89bfca098d05e62951f385b8f2e             已上市   \n",
       " \n",
       "                       comp.compLogo      comp.compName comp.compId  \\\n",
       " 0   63d73bb08a431710214d1f5a04u.png               道通科技   8116218.0   \n",
       " 1   60e2fe0bf3df194a3c48adb502u.png         某深圳计算机软件公司         NaN   \n",
       " 2   60e2fe0bf3df194a3c48adb502u.png           某深圳互联网公司         NaN   \n",
       " 3   5a4d966f8e50424dbd763ff104a.png             金域检验集团   7894605.0   \n",
       " 4   5bfea22e74719d2aa34c4d8a03a.png               金信基金   8719403.0   \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png           某计算机软件公司         NaN   \n",
       " 6   5bfe936274719d9f609a9c0403a.png        今麦郎饮品股份有限公司   5067362.0   \n",
       " 7   5c10e46d4e50bc5877e703de02u.jpg       玉山银行(中国)有限公司   9718254.0   \n",
       " 8   61b07937d0458d53c627567e02u.jpg       深圳市权和益实业有限公司  13547161.0   \n",
       " 9   60e2fe0bf3df194a3c48adb502u.png           某深圳互联网公司         NaN   \n",
       " 10  63d73bb08a431710214d1f5a04u.png               道通科技   8116218.0   \n",
       " 11  61b07937d0458d53c627567e02u.jpg      深圳市辉腾阳光贸易有限公司  13540005.0   \n",
       " 12  61791c30c62a762c30f0dd0505u.png              德明利技术  12928213.0   \n",
       " 13  61b07937d0458d53c627567e02u.jpg              迈诺科电子   9237744.0   \n",
       " 14  5e9e5e5ff2540204572cebd407u.jpg   深圳市亚辉龙生物科技股份有限公司   9806857.0   \n",
       " 15  5b2a2bd48e50f134ce733b5704a.png  富士康科技集团准时达国际供应链管理   7954735.0   \n",
       " 16  62ac1e4be57a576c7e20e75004u.png       深圳市昂威安科技有限公司   8896237.0   \n",
       " 17  61b07937d0458d53c627567e02u.jpg     深圳市永兴元科技股份有限公司  10172519.0   \n",
       " 18  5bfe978974719df0ac993f8403a.png               先健科技   2861262.0   \n",
       " 19  5bfea07674719d2aa34bf7ef03a.png                BYD    434237.0   \n",
       " 20  6470225275b2d0696606338603u.png        深圳市赋风科技有限公司  13196527.0   \n",
       " 21  61b07937d0458d53c627567e02u.jpg       深圳泳泽教育科技有限公司  13361505.0   \n",
       " 22  63b396499622f8419331e7b005u.png      深圳市唯高汽车配件有限公司  12804869.0   \n",
       " 23  6267c1f629c93d6897816d2d08u.png        深圳长晶半导体有限公司   8625996.0   \n",
       " 24  638450a536c78b7d0a34df8e01u.png               千巡科技   9711698.0   \n",
       " 25  60e2fe0bf3df194a3c48adb502u.png          某深圳金属制品公司         NaN   \n",
       " 26  60e2fe0bf3df194a3c48adb502u.png        某深圳医疗器械上市公司         NaN   \n",
       " 27  5bfea01374719d2aa34be4ab03a.png                广和通   9428719.0   \n",
       " 28  5c51043e509919607f6eecef01u.png               易佰网络   9340430.0   \n",
       " 29  61b07937d0458d53c627567e02u.jpg               菲博科技  13383441.0   \n",
       " 30  63d73bb08a431710214d1f5a04u.png               道通科技   8116218.0   \n",
       " 31  5bfe9df874719d2aa34b7bae03a.png               招商财富   7936083.0   \n",
       " 32  5bfe9c5074719df0ac9a305103a.png               跨越速运   5018801.0   \n",
       " 33  602f34c4d107b973c164436506u.png                立达信   8679793.0   \n",
       " 34  63f47fbab9209a4e6ca0135b07u.png              鸿瑞杰生物  13432221.0   \n",
       " 35  60e2fe0bf3df194a3c48adb502u.png              某大型公司         NaN   \n",
       " 36  61b07937d0458d53c627567e02u.jpg    深圳市精锐纵横网络技术有限公司  12782531.0   \n",
       " 37  641922e5b3cc670d8e82c8af04u.png   城市之光(深圳)无人驾驶有限公司  13089571.0   \n",
       " 38  5bfe92da74719d9f609a809f03a.png                小恩爱   8146494.0   \n",
       " 39  63d73bb08a431710214d1f5a04u.png               道通科技   8116218.0   \n",
       " \n",
       "    comp.compScale comp.compIndustry                                 comp.link  \n",
       " 0      2000-5000人                汽车   https://www.liepin.com/company/8116218/  \n",
       " 1        100-499人             计算机软件                                            \n",
       " 2        100-499人               互联网                                            \n",
       " 3        10000人以上              医疗机构   https://www.liepin.com/company/7894605/  \n",
       " 4           1-49人          基金/证券/期货   https://www.liepin.com/company/8719403/  \n",
       " 5        100-499人             计算机软件                                            \n",
       " 6     5000-10000人          食品/饮料/酒水   https://www.liepin.com/company/5067362/  \n",
       " 7        100-499人                银行   https://www.liepin.com/company/9718254/  \n",
       " 8          50-99人             计算机软件  https://www.liepin.com/company/13547161/  \n",
       " 9        100-499人               互联网                                            \n",
       " 10     2000-5000人                汽车   https://www.liepin.com/company/8116218/  \n",
       " 11         50-99人             批发/零售  https://www.liepin.com/company/13540005/  \n",
       " 12       100-499人       电子/半导体/集成电路  https://www.liepin.com/company/12928213/  \n",
       " 13     2000-5000人       电子/半导体/集成电路   https://www.liepin.com/company/9237744/  \n",
       " 14     1000-2000人              医疗器械   https://www.liepin.com/company/9806857/  \n",
       " 15       10000人以上          货运/物流/仓储   https://www.liepin.com/company/7954735/  \n",
       " 16         50-99人            贸易/进出口   https://www.liepin.com/company/8896237/  \n",
       " 17       500-999人             计算机软件  https://www.liepin.com/company/10172519/  \n",
       " 18     1000-2000人              医疗器械   https://www.liepin.com/company/2861262/  \n",
       " 19       10000人以上             其他制造业    https://www.liepin.com/company/434237/  \n",
       " 20       100-499人              咨询服务  https://www.liepin.com/company/13196527/  \n",
       " 21         50-99人            科技推广服务  https://www.liepin.com/company/13361505/  \n",
       " 22         50-99人            贸易/进出口  https://www.liepin.com/company/12804869/  \n",
       " 23       100-499人       电子/半导体/集成电路   https://www.liepin.com/company/8625996/  \n",
       " 24         50-99人              人工智能   https://www.liepin.com/company/9711698/  \n",
       " 25         50-99人              金属制品                                            \n",
       " 26       10000人以上              医疗器械                                            \n",
       " 27     1000-2000人             计算机硬件   https://www.liepin.com/company/9428719/  \n",
       " 28     2000-5000人               互联网   https://www.liepin.com/company/9340430/  \n",
       " 29          1-49人            贸易/进出口  https://www.liepin.com/company/13383441/  \n",
       " 30     2000-5000人                汽车   https://www.liepin.com/company/8116218/  \n",
       " 31       100-499人          基金/证券/期货   https://www.liepin.com/company/7936083/  \n",
       " 32       10000人以上          货运/物流/仓储   https://www.liepin.com/company/5018801/  \n",
       " 33       10000人以上       电子/半导体/集成电路   https://www.liepin.com/company/8679793/  \n",
       " 34       100-499人              医疗器械  https://www.liepin.com/company/13432221/  \n",
       " 35       10000人以上            房地产/建筑                                            \n",
       " 36         50-99人          广播/影视/录音  https://www.liepin.com/company/12782531/  \n",
       " 37       100-499人              人工智能  https://www.liepin.com/company/13089571/  \n",
       " 38         50-99人               互联网   https://www.liepin.com/company/8146494/  \n",
       " 39     2000-5000人                汽车   https://www.liepin.com/company/8116218/  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobId%22%3A%2258928867%22%2C%22sfrom%22%...   \n",
       " 1   %7B%22jobId%22%3A%2256016879%22%2C%22sfrom%22%...   \n",
       " 2   %7B%22jobId%22%3A%2245567751%22%2C%22sfrom%22%...   \n",
       " 3   %7B%22jobId%22%3A%2258847983%22%2C%22sfrom%22%...   \n",
       " 4   %7B%22jobId%22%3A%2258295775%22%2C%22sfrom%22%...   \n",
       " 5   %7B%22jobId%22%3A%2255937497%22%2C%22sfrom%22%...   \n",
       " 6   %7B%22jobId%22%3A%2258960313%22%2C%22sfrom%22%...   \n",
       " 7   %7B%22jobId%22%3A%2258577467%22%2C%22sfrom%22%...   \n",
       " 8   %7B%22jobId%22%3A%2258148453%22%2C%22sfrom%22%...   \n",
       " 9   %7B%22jobId%22%3A%2250191813%22%2C%22sfrom%22%...   \n",
       " 10  %7B%22jobId%22%3A%2245534827%22%2C%22sfrom%22%...   \n",
       " 11  %7B%22jobId%22%3A%2246656855%22%2C%22sfrom%22%...   \n",
       " 12  %7B%22jobId%22%3A%2258664117%22%2C%22sfrom%22%...   \n",
       " 13  %7B%22jobId%22%3A%2256134043%22%2C%22sfrom%22%...   \n",
       " 14  %7B%22jobId%22%3A%2256340073%22%2C%22sfrom%22%...   \n",
       " 15  %7B%22jobId%22%3A%2258883553%22%2C%22sfrom%22%...   \n",
       " 16  %7B%22jobId%22%3A%2244402931%22%2C%22sfrom%22%...   \n",
       " 17  %7B%22jobId%22%3A%2228205921%22%2C%22sfrom%22%...   \n",
       " 18  %7B%22jobId%22%3A%2256675847%22%2C%22sfrom%22%...   \n",
       " 19  %7B%22jobId%22%3A%2235747243%22%2C%22sfrom%22%...   \n",
       " 20  %7B%22jobId%22%3A%2258329595%22%2C%22sfrom%22%...   \n",
       " 21  %7B%22jobId%22%3A%2254811339%22%2C%22sfrom%22%...   \n",
       " 22  %7B%22jobId%22%3A%2258178457%22%2C%22sfrom%22%...   \n",
       " 23  %7B%22jobId%22%3A%2258703147%22%2C%22sfrom%22%...   \n",
       " 24  %7B%22jobId%22%3A%2246223771%22%2C%22sfrom%22%...   \n",
       " 25  %7B%22jobId%22%3A%2258137647%22%2C%22sfrom%22%...   \n",
       " 26  %7B%22jobId%22%3A%2225578849%22%2C%22sfrom%22%...   \n",
       " 27  %7B%22jobId%22%3A%2258564149%22%2C%22sfrom%22%...   \n",
       " 28  %7B%22jobId%22%3A%2256075545%22%2C%22sfrom%22%...   \n",
       " 29  %7B%22jobId%22%3A%2250549337%22%2C%22sfrom%22%...   \n",
       " 30  %7B%22jobId%22%3A%2232305419%22%2C%22sfrom%22%...   \n",
       " 31  %7B%22jobId%22%3A%2249090809%22%2C%22sfrom%22%...   \n",
       " 32  %7B%22jobId%22%3A%2258638577%22%2C%22sfrom%22%...   \n",
       " 33  %7B%22jobId%22%3A%2258421845%22%2C%22sfrom%22%...   \n",
       " 34  %7B%22jobId%22%3A%2246483997%22%2C%22sfrom%22%...   \n",
       " 35  %7B%22jobId%22%3A%2252171865%22%2C%22sfrom%22%...   \n",
       " 36  %7B%22jobId%22%3A%2256681965%22%2C%22sfrom%22%...   \n",
       " 37  %7B%22jobId%22%3A%2258514415%22%2C%22sfrom%22%...   \n",
       " 38  %7B%22jobId%22%3A%2256165851%22%2C%22sfrom%22%...   \n",
       " 39  %7B%22jobId%22%3A%2256352447%22%2C%22sfrom%22%...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"58928867\",\"recruiterName\":\"颜女士\",\"imI...   \n",
       " 1   {\"jobId\":\"56016879\",\"recruiterName\":\"喻先生\",\"imI...   \n",
       " 2   {\"jobId\":\"45567751\",\"recruiterName\":\"朱女士\",\"imI...   \n",
       " 3   {\"jobId\":\"58847983\",\"recruiterName\":\"吴女士\",\"imI...   \n",
       " 4   {\"jobId\":\"58295775\",\"recruiterName\":\"高女士\",\"imI...   \n",
       " 5   {\"jobId\":\"55937497\",\"recruiterName\":\"胡女士\",\"imI...   \n",
       " 6   {\"jobId\":\"58960313\",\"recruiterName\":\"黄女士\",\"imI...   \n",
       " 7   {\"jobId\":\"58577467\",\"recruiterName\":\"吕先生\",\"imI...   \n",
       " 8   {\"jobId\":\"58148453\",\"recruiterName\":\"阳女士\",\"imI...   \n",
       " 9   {\"jobId\":\"50191813\",\"recruiterName\":\"魏女士\",\"imI...   \n",
       " 10  {\"jobId\":\"45534827\",\"recruiterName\":\"刘女士\",\"imI...   \n",
       " 11  {\"jobId\":\"46656855\",\"recruiterName\":\"邓女士\",\"imI...   \n",
       " 12  {\"jobId\":\"58664117\",\"recruiterName\":\"陈女士\",\"imI...   \n",
       " 13  {\"jobId\":\"56134043\",\"recruiterName\":\"陈先生\",\"imI...   \n",
       " 14  {\"jobId\":\"56340073\",\"recruiterName\":\"利女士\",\"imI...   \n",
       " 15  {\"jobId\":\"58883553\",\"recruiterName\":\"吕女士\",\"imI...   \n",
       " 16  {\"jobId\":\"44402931\",\"recruiterName\":\"张先生\",\"imI...   \n",
       " 17  {\"jobId\":\"28205921\",\"recruiterName\":\"刘女士\",\"imI...   \n",
       " 18  {\"jobId\":\"56675847\",\"recruiterName\":\"刘女士\",\"imI...   \n",
       " 19  {\"jobId\":\"35747243\",\"recruiterName\":\"许女士\",\"imI...   \n",
       " 20  {\"jobId\":\"58329595\",\"recruiterName\":\"乐女士\",\"imI...   \n",
       " 21  {\"jobId\":\"54811339\",\"recruiterName\":\"黄女士\",\"imI...   \n",
       " 22  {\"jobId\":\"58178457\",\"recruiterName\":\"高女士\",\"imI...   \n",
       " 23  {\"jobId\":\"58703147\",\"recruiterName\":\"刘女士\",\"imI...   \n",
       " 24  {\"jobId\":\"46223771\",\"recruiterName\":\"岳先生\",\"imI...   \n",
       " 25  {\"jobId\":\"58137647\",\"recruiterName\":\"王女士\",\"imI...   \n",
       " 26  {\"jobId\":\"25578849\",\"recruiterName\":\"马女士\",\"imI...   \n",
       " 27  {\"jobId\":\"58564149\",\"recruiterName\":\"彭女士\",\"imI...   \n",
       " 28  {\"jobId\":\"56075545\",\"recruiterName\":\"王女士\",\"imI...   \n",
       " 29  {\"jobId\":\"50549337\",\"recruiterName\":\"周女士\",\"imI...   \n",
       " 30  {\"jobId\":\"32305419\",\"recruiterName\":\"李先生\",\"imI...   \n",
       " 31  {\"jobId\":\"49090809\",\"recruiterName\":\"田女士\",\"imI...   \n",
       " 32  {\"jobId\":\"58638577\",\"recruiterName\":\"周女士\",\"imI...   \n",
       " 33  {\"jobId\":\"58421845\",\"recruiterName\":\"陈先生\",\"imI...   \n",
       " 34  {\"jobId\":\"46483997\",\"recruiterName\":\"张先生\",\"imI...   \n",
       " 35  {\"jobId\":\"52171865\",\"recruiterName\":\"邢女士\",\"imI...   \n",
       " 36  {\"jobId\":\"56681965\",\"recruiterName\":\"颜女士\",\"imI...   \n",
       " 37  {\"jobId\":\"58514415\",\"recruiterName\":\"薛女士\",\"imI...   \n",
       " 38  {\"jobId\":\"56165851\",\"recruiterName\":\"唐女士\",\"imI...   \n",
       " 39  {\"jobId\":\"56352447\",\"recruiterName\":\"蔡女士\",\"imI...   \n",
       " \n",
       "                                            job.labels job.jobId  \\\n",
       " 0   [电商产品, 商业产品, 电子商务, 跨境电商, 团队管理, 产品设计, 用户研究, 交互设...  58928867   \n",
       " 1   [硬件产品, 智能硬件, 硬件系统集成, 电子/半导体/集成电路, to B, 定价/竞价产...  56016879   \n",
       " 2                                        [数据产品, 数据分析]  45567751   \n",
       " 3           [ERP产品, ERP系统, Axure, 产品设计, 流程设计, SaaS产品]  58847983   \n",
       " 4                                              [产品规划]  58295775   \n",
       " 5                                               [云计算]  55937497   \n",
       " 6        [产品规划, 原型设计, 用户研究, Xmind, 产品设计, 需求分析, Axure]  58960313   \n",
       " 7                             [珠宝首饰, 奢侈品, 产品规划, 团队管理]  58577467   \n",
       " 8                            [家电行业, 产品设计, 产品规划, 团队管理]  58148453   \n",
       " 9                                  [工具产品, 医疗行业, 产品设计]  50191813   \n",
       " 10  [数据产品, 商业产品, 增长产品, IT互联网, 线上健身平台, 数据分析, 产品优化, ...  45534827   \n",
       " 11                                           [助理产品经理]  46656855   \n",
       " 12                                                 []  58664117   \n",
       " 13              [产品优化, 竞品分析, 数据分析, 市场调研, 电商产品, 供应链产品]  56134043   \n",
       " 14  [市场数据分析, 市场信息收集, 营销策划, 战略规划, app分析, 市场专员, 市场助理...  56340073   \n",
       " 15  [IT互联网, 产品设计, 用户研究, 产品规划, web端产品, 数据挖掘, 移动端产品,...  58883553   \n",
       " 16  [2C互联网, 客户分析, 服务推荐, 智能营销经验, 小程序产品, 交互设计, 医疗行业,...  44402931   \n",
       " 17                                 [ppt, word, excel]  28205921   \n",
       " 18                                                 []  56675847   \n",
       " 19                                                 []  35747243   \n",
       " 20                                         [采购, 团队管理]  58329595   \n",
       " 21          [产品专员, 产品设计包装升级, 消费者体验优化,  产品定价和渠道, 上新物料]  54811339   \n",
       " 22                                      [电子/半导体/集成电路]  58178457   \n",
       " 23                     [工具产品, 灯饰照明, 产品规划, 团队管理, 产品设计]  58703147   \n",
       " 24           [电商产品, 直播, 电子商务, 数据挖掘, 产品优化, 数据分析, 团队管理]  46223771   \n",
       " 25       [平台产品, 计算机软件, IT互联网, 用户研究, 产品规划, 产品设计, 交互设计]  58137647   \n",
       " 26                                                 []  25578849   \n",
       " 27                    [定价/竞价产品, 旅游行业, 采购, 产品设计, 产品规划]  58564149   \n",
       " 28                           [to G, 产品规划, 用户研究, 数据分析]  56075545   \n",
       " 29                                    [画像产品, 电子产品及配件]  50549337   \n",
       " 30                                                 []  32305419   \n",
       " 31                     [汽车行业, 产品规划, 竞品分析, 用户研究, 产品设计]  49090809   \n",
       " 32                        [体外诊断产品, 生物技术, 实验室维护, 培训指导]  58638577   \n",
       " 33               [平台产品, 电商产品, 电子商务, 数据分析, 产品规划, 团队管理]  58421845   \n",
       " 34  [工具产品, 数据产品, 后台产品, to C, 计算机软件, IT互联网, 电子商务, 数...  46483997   \n",
       " 35                                       [会议管理, 行政经验]  52171865   \n",
       " 36                                                 []  56681965   \n",
       " 37                                    [图文打印/复印, to G]  58514415   \n",
       " 38                              [标准化产品, 产品发行, 金融产品助理]  56165851   \n",
       " 39                                                 []  56352447   \n",
       " \n",
       "     job.advViewFlag  job.salary  job.dq              job.title  \\\n",
       " 0             False      15-25k  深圳-宝安区           产品助理（分销平台方向）   \n",
       " 1             False    7-9k·13薪      深圳                   产品专员   \n",
       " 2             False      10-15k  深圳-龙岗区              智城计算机运营助理   \n",
       " 3             False       8-12k  深圳-南山区                 产品经理助理   \n",
       " 4             False    6-9k·15薪  深圳-福田区                产品助理工程师   \n",
       " 5             False        薪资面议  深圳-南山区                产品助理实习生   \n",
       " 6             False   8-10k·13薪  深圳-福田区                   产品助理   \n",
       " 7             False      10-13k      深圳               专员（珠宝行业）   \n",
       " 8             False       8-14k  深圳-宝安区                   产品助理   \n",
       " 9             False       8-12k  深圳-宝安区                   产品专员   \n",
       " 10            False      10-15k  深圳-龙岗区                产品专员/助理   \n",
       " 11            False       7-10k  深圳-宝安区             助理产品经理（双休）   \n",
       " 12            False    5-8k·13薪  深圳-龙华区            产品设计助理(包食宿)   \n",
       " 13            False        5-7k  深圳-龙华区                   产品助理   \n",
       " 14            False        8-9k  深圳-宝安区                   产品助理   \n",
       " 15            False       6-10k  深圳-福田区                   产品助理   \n",
       " 16            False  25-30k·16薪  深圳-南山区           APP产品经理（医疗类）   \n",
       " 17            False       6-10k  深圳-南山区               产品助理/管培生   \n",
       " 18            False       6-10k  深圳-南山区  PA(Project Assistant)   \n",
       " 19            False   6-10k·13薪  深圳-福田区                   产品助理   \n",
       " 20            False   8-10k·13薪  深圳-福田区                PM助理/专员   \n",
       " 21            False      10-18k  深圳-南山区                   产品专员   \n",
       " 22            False    6-9k·15薪  深圳-福田区            产品助理工程师（双休）   \n",
       " 23            False    7-9k·13薪  深圳-南山区                   产品助理   \n",
       " 24            False      12-24k  深圳-龙岗区                产品专员/助理   \n",
       " 25            False       7-12k  深圳-南山区                物联网产品助理   \n",
       " 26            False       8-10k      深圳                 助理产品经理   \n",
       " 27            False       6-12k  深圳-罗湖区                   产品助理   \n",
       " 28            False       6-15k  深圳-南山区          初级产品经理-影像产品方案   \n",
       " 29            False  12-17k·13薪      深圳                   产品专员   \n",
       " 30            False        4-8k      深圳                 产品开发助理   \n",
       " 31            False      20-50k      深圳                 高级产品专员   \n",
       " 32            False        8-9k  深圳-龙华区                 产品研发助理   \n",
       " 33            False       7-12k  深圳-龙岗区              选品专员（亚马逊）   \n",
       " 34            False        1-2k      深圳  后端/C端/数据产品经理（base：国外）   \n",
       " 35            False        5-8k  深圳-龙岗区                 产品研发助理   \n",
       " 36            False        6-7k  深圳-福田区               金融产品经理助理   \n",
       " 37            False       6-12k  深圳-龙华区                   产品专员   \n",
       " 38            False        6-8k      深圳                   产品助理   \n",
       " 39            False    5-8k·13薪  深圳-南山区              印刷产品助理工程师   \n",
       " \n",
       "    job.refreshTime job.jobKind  ...  recruiter.imUserType  \\\n",
       " 0   20230529180940           2  ...                     2   \n",
       " 1   20230518213746           2  ...                     2   \n",
       " 2   20230424093538           1  ...                     2   \n",
       " 3   20230602153109           2  ...                     2   \n",
       " 4   20230602084214           2  ...                     2   \n",
       " 5   20230208175924           2  ...                     2   \n",
       " 6   20230530170412           2  ...                     2   \n",
       " 7   20230601150024           2  ...                     2   \n",
       " 8   20230522113751           2  ...                     2   \n",
       " 9   20230529102756           2  ...                     2   \n",
       " 10  20230423100626           1  ...                     2   \n",
       " 11  20220829115323           2  ...                     2   \n",
       " 12  20230602102823           2  ...                     2   \n",
       " 13  20230508083641           2  ...                     2   \n",
       " 14  20230221204347           2  ...                     2   \n",
       " 15  20230602135834           2  ...                     2   \n",
       " 16  20230315093226           1  ...                     2   \n",
       " 17  20230318144725           2  ...                     2   \n",
       " 18  20230601090021           2  ...                     2   \n",
       " 19  20230104112946           2  ...                     2   \n",
       " 20  20230506140913           2  ...                     2   \n",
       " 21  20221215102134           2  ...                     2   \n",
       " 22  20230508154355           2  ...                     2   \n",
       " 23  20230602110211           2  ...                     2   \n",
       " 24  20230529101812           1  ...                     2   \n",
       " 25  20230519110502           2  ...                     2   \n",
       " 26  20230602090912           2  ...                     2   \n",
       " 27  20230515183413           2  ...                     2   \n",
       " 28  20230523093609           2  ...                     2   \n",
       " 29  20220621150516           2  ...                     2   \n",
       " 30  20200929052028           2  ...                     2   \n",
       " 31  20230316090650           2  ...                     2   \n",
       " 32  20230531182548           2  ...                     2   \n",
       " 33  20230509184744           2  ...                     2   \n",
       " 34  20230602091956           1  ...                     2   \n",
       " 35  20220924134902           2  ...                     2   \n",
       " 36  20230531135634           2  ...                     2   \n",
       " 37  20230512154732           2  ...                     2   \n",
       " 38  20230601160946           2  ...                     2   \n",
       " 39  20230222105815           2  ...                     2   \n",
       " \n",
       "                recruiter.recruiterId          recruiter.recruiterPhoto  \\\n",
       " 0   25e26ca3ceee8bc01afd780dd7019769   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 1   1c35cce4363c6efa65e34e71eba80374   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 2   3211311b0f2985ef75efc01a8b8dc22b   6010d3f6c69c6f7dd22d3f7c04u.png   \n",
       " 3   47e1c0e435417173016743e086120d81   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 4   dfca120ae86d4d72143fee036cd09d02   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 5   891f89ffe90495d550aa0cb45ccd453d   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 6   6c3a6eec8d36b18ef2050c3dac481af9   6475b97ad393e66a3873f19a08u.png   \n",
       " 7   1e3c51cb268afdc1671cbe5419b5c891   638958c6e07cec465f1293d805u.png   \n",
       " 8   a03327136b09fb19aee74bf72c2d9353   62c3fa308604e32a3078dcb208u.png   \n",
       " 9   f394a245bf3258277d45719d7c2c9a42   60e53fc70998001e5aceceeb07u.png   \n",
       " 10  b7321cc1fd4f0a15de5b2f660a0d3ebf   63575ca889eae73861ef8ff108u.png   \n",
       " 11  b5a41272ac2a9e93845793abbc46ba55   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 12  fc0685f61194738bafe093678ad5481d   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 13  a6185575e027653ed84162bbb87b6188   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 14  dff203699d7681c801c3b9ed07adf65d   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 15  2d2243516c7bf1d86cf085befa9957aa   60a5c6b10385a307c2a52edd03u.png   \n",
       " 16  57534f74e81a5a38df720293d66c1cf2   630edd02b250f916161d283c01u.png   \n",
       " 17  41c7ac84d6c2d157f65a252b0ffc99e2   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 18  ea721b7356b110dcdbeb22dcd33e5e25   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 19  3d0c99adc6e343161c0f45e5ef2334b9   59e5ce077032ee586e82dd0406a.jpg   \n",
       " 20  36701b1eac1a43d316729201979c4797   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 21  6a71b99d39cfd2905bb1a823aa7d1c79   635605db05047f25dd48d87507u.png   \n",
       " 22  068bd7b38718c590f5abe2f5106cfdab   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 23  97384864c1b819c3a559986070c9d728   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 24  ea80000cbeac4028191d61680befab33  64217266b39cd53e5a89e14407u.jpeg   \n",
       " 25  9aded5727db703e30bdcb681408bcc96   62171c72b8883679c78caded05u.jpg   \n",
       " 26  c48a426218767a6bdd7387dfcff95359   5656a28645cecb85df4af19604a.png   \n",
       " 27  8d809b6c603b45ab4059cafccabe0e11   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 28  f99ea0ef39e971fb75585b6d141fd279   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 29  24d48a9e41474ee3047bb4c913c3e4cb   609ca3185c6610590c5c72a008u.png   \n",
       " 30  df2be9e2790a91f7de8008aa1df671c3   603ddfca13789f2a26af794803u.png   \n",
       " 31  57b3f3da1c17976bd6d2ea544c1179c1   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 32  b47fdf4f10c784e1cad23061733b6fd2   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 33  020acebec6c1bfc467db09894b4ebef3   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 34  b1d215b64b0c7eb0a8b071f02b2f9366   62b93c7fe9fa0e1ff40874aa08u.jpg   \n",
       " 35  7c14843c78281cb2da8f373cf5f0bfee   62bfe622cfd9370c70bcedaa06u.png   \n",
       " 36  0651c5ba21cf23e2dee40e83b3e9a9b6   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 37  0dc452791b447db500c0913bd292f19a   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 38  f90f5243e241011bb8759b2c9483c6dd   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 39  7719767c14a2d643f32ed14c57e632fb  6361dfe25f9dbd49324d569703u.jpeg   \n",
       " \n",
       "    comp.compIndustry                    comp.compLogo comp.compScale  \\\n",
       " 0           货运/物流/仓储  5e8597bd37483e328d6f819f08u.jpg     2000-5000人   \n",
       " 1        电子/半导体/集成电路  5bfffacd74719da073f0ebac03u.png    5000-10000人   \n",
       " 2              批发/零售  60e2fe0bf3df194a3c48adb502u.png         50-99人   \n",
       " 3              计算机软件  61b07937d0458d53c627567e02u.jpg       100-499人   \n",
       " 4        电子/半导体/集成电路  634e484951810b2e64ea8ca507u.png       100-499人   \n",
       " 5             专业技术服务  61a5ed59f96ca95918aa325108u.png         50-99人   \n",
       " 6              计算机软件  5a4c96be8e50dd1e55dada8204a.jpg       100-499人   \n",
       " 7              珠宝/首饰  642e9f877b92dd39b879b5ba06u.png     2000-5000人   \n",
       " 8               智能硬件  64390e8b846a780c5b563cf402u.png       100-499人   \n",
       " 9               医疗器械  5bfe97de74719df0ac99517103a.png       100-499人   \n",
       " 10            专业技术服务  60e2fe0bf3df194a3c48adb502u.png     2000-5000人   \n",
       " 11          食品/饮料/酒水  5fe06da49b3439706a1b728401u.png       100-499人   \n",
       " 12             计算机软件  61b07937d0458d53c627567e02u.jpg         50-99人   \n",
       " 13          货运/物流/仓储  60f79a5b8788b228ca860d0205u.png         50-99人   \n",
       " 14          货运/物流/仓储  5bfe9c5074719df0ac9a305103a.png       10000人以上   \n",
       " 15               互联网  5bfe9b0174719df0ac99f07403a.png     2000-5000人   \n",
       " 16                保险  60e2fe0bf3df194a3c48adb502u.png       10000人以上   \n",
       " 17              医疗器械  61ca751ac3437b2b045e05b708u.png       100-499人   \n",
       " 18       电子/半导体/集成电路  6267c1f629c93d6897816d2d08u.png       100-499人   \n",
       " 19              电子商务  6180f2bf47b3ae59643d294805u.png       100-499人   \n",
       " 20       电子/半导体/集成电路  611a2fdcc1ca3815cfa29f9003u.png       500-999人   \n",
       " 21               新零售  645da230faa5e91fc5a2bc4608u.png       100-499人   \n",
       " 22       电子/半导体/集成电路  634e484951810b2e64ea8ca507u.png       100-499人   \n",
       " 23       电子/半导体/集成电路  5f7fc1fd8dbe6273dcefec6d06u.png       100-499人   \n",
       " 24             批发/零售  60e2fe0bf3df194a3c48adb502u.png    5000-10000人   \n",
       " 25           在线社交/媒体  5bfffade74719da073f0f56903u.png         50-99人   \n",
       " 26                制药  5bfea2b574719d2aa34c66bd03a.png       100-499人   \n",
       " 27                旅游  5bfe9dd274719d2aa34b747103a.png       100-499人   \n",
       " 28       电子/半导体/集成电路  62469ca35133d76c3f5f464706u.png       100-499人   \n",
       " 29              通信设备  5bfe9ed574719d2aa34ba6c803a.png       10000人以上   \n",
       " 30               互联网  5c51043e509919607f6eecef01u.png     2000-5000人   \n",
       " 31             其他制造业  5bfea07674719d2aa34bf7ef03a.png       10000人以上   \n",
       " 32              医疗器械  5bfe9f5f74719d2aa34bc20b03a.png       100-499人   \n",
       " 33           房地产开发经营  5fd320629b3439706a15d19907u.png     1000-2000人   \n",
       " 34              科技金融  60e2fe0bf3df194a3c48adb502u.png     1000-2000人   \n",
       " 35               工艺品  61bfe0deb30d4a690fe0f69f04u.jpg       100-499人   \n",
       " 36           其他商务服务业  618a2c44a243e85b2216361d06u.png       100-499人   \n",
       " 37              通信设备  61b07937d0458d53c627567e02u.jpg       100-499人   \n",
       " 38           其他商务服务业  618a2c44a243e85b2216361d06u.png       100-499人   \n",
       " 39       电子/半导体/集成电路  5d68949ed0e79f08cfe8e8fa07u.jpg     1000-2000人   \n",
       " \n",
       "    comp.compId     comp.compName                                 comp.link  \\\n",
       " 0    9985585.0    深圳市万邑通信息科技有限公司   https://www.liepin.com/company/9985585/   \n",
       " 1    1628914.0              洲明科技   https://www.liepin.com/company/1628914/   \n",
       " 2          NaN             某知名公司                                             \n",
       " 3    9688987.0  深圳市前海拾车道信息技术有限公司   https://www.liepin.com/company/9688987/   \n",
       " 4   12785949.0    苏州赛芯电子科技股份有限公司  https://www.liepin.com/company/12785949/   \n",
       " 5   13013013.0               滴灌通  https://www.liepin.com/company/13013013/   \n",
       " 6    9331138.0  深圳价值在线信息科技股份有限公司   https://www.liepin.com/company/9331138/   \n",
       " 7    8186347.0                DR   https://www.liepin.com/company/8186347/   \n",
       " 8    8468847.0      深圳市志奋领科技有限公司   https://www.liepin.com/company/8468847/   \n",
       " 9    8823914.0              普博医疗   https://www.liepin.com/company/8823914/   \n",
       " 10         NaN             某知名公司                                             \n",
       " 11   9459939.0               爱奇迹   https://www.liepin.com/company/9459939/   \n",
       " 12  13548811.0       深圳圣祥鼎实业有限公司  https://www.liepin.com/company/13548811/   \n",
       " 13   9888085.0     深圳市瑞秋国际物流有限公司   https://www.liepin.com/company/9888085/   \n",
       " 14   5018801.0              跨越速运   https://www.liepin.com/company/5018801/   \n",
       " 15   1940104.0            宝德投资深圳   https://www.liepin.com/company/1940104/   \n",
       " 16         NaN             某知名公司                                             \n",
       " 17   8886601.0              诺博医疗   https://www.liepin.com/company/8886601/   \n",
       " 18   8625996.0       深圳长晶半导体有限公司   https://www.liepin.com/company/8625996/   \n",
       " 19  10089721.0             理然化妆品  https://www.liepin.com/company/10089721/   \n",
       " 20  12824447.0    深圳市金誉半导体股份有限公司  https://www.liepin.com/company/12824447/   \n",
       " 21  10277453.0      万益蓝WonderLab  https://www.liepin.com/company/10277453/   \n",
       " 22  12785949.0    苏州赛芯电子科技股份有限公司  https://www.liepin.com/company/12785949/   \n",
       " 23   9117625.0              绎立锐光   https://www.liepin.com/company/9117625/   \n",
       " 24         NaN      某深圳大型批发/零售公司                                             \n",
       " 25   8060877.0            惠群商业数据   https://www.liepin.com/company/8060877/   \n",
       " 26   8214331.0      天大药业(中国)有限公司   https://www.liepin.com/company/8214331/   \n",
       " 27   9427965.0    深圳市万众国际旅行社有限公司   https://www.liepin.com/company/9427965/   \n",
       " 28  12492485.0              视熙科技  https://www.liepin.com/company/12492485/   \n",
       " 29    954796.0           TCL通讯科技    https://www.liepin.com/company/954796/   \n",
       " 30   9340430.0              易佰网络   https://www.liepin.com/company/9340430/   \n",
       " 31    434237.0               BYD    https://www.liepin.com/company/434237/   \n",
       " 32   8403564.0              华瑞同康   https://www.liepin.com/company/8403564/   \n",
       " 33   9728354.0              港龙中国   https://www.liepin.com/company/9728354/   \n",
       " 34         NaN             某知名公司                                             \n",
       " 35   9474899.0              极意科技   https://www.liepin.com/company/9474899/   \n",
       " 36  10006739.0              前海一方  https://www.liepin.com/company/10006739/   \n",
       " 37  13446193.0      深圳市后无忧科技有限公司  https://www.liepin.com/company/13446193/   \n",
       " 38  10006739.0              前海一方  https://www.liepin.com/company/10006739/   \n",
       " 39   7906753.0    爱德觅尔(深圳)科技有限公司   https://www.liepin.com/company/7906753/   \n",
       " \n",
       "     comp.compStage  \n",
       " 0              NaN  \n",
       " 1            创业板上市  \n",
       " 2            融资未公开  \n",
       " 3            融资未公开  \n",
       " 4               C轮  \n",
       " 5            融资未公开  \n",
       " 6               B轮  \n",
       " 7              NaN  \n",
       " 8               B轮  \n",
       " 9              NaN  \n",
       " 10             NaN  \n",
       " 11             NaN  \n",
       " 12           融资未公开  \n",
       " 13           融资未公开  \n",
       " 14             NaN  \n",
       " 15             NaN  \n",
       " 16           融资未公开  \n",
       " 17              C轮  \n",
       " 18             NaN  \n",
       " 19              B轮  \n",
       " 20             NaN  \n",
       " 21              B轮  \n",
       " 22              C轮  \n",
       " 23             NaN  \n",
       " 24              A轮  \n",
       " 25             天使轮  \n",
       " 26             NaN  \n",
       " 27           融资未公开  \n",
       " 28              A轮  \n",
       " 29             NaN  \n",
       " 30              D轮  \n",
       " 31             已上市  \n",
       " 32             NaN  \n",
       " 33            港股上市  \n",
       " 34              A轮  \n",
       " 35             NaN  \n",
       " 36             NaN  \n",
       " 37             NaN  \n",
       " 38             NaN  \n",
       " 39             NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"recruiterName\":\"李先生\",\"jobKind\":\"2\",\"imId\":\"b...   \n",
       " 1   {\"recruiterName\":\"温先生\",\"jobKind\":\"2\",\"imId\":\"9...   \n",
       " 2   {\"recruiterName\":\"徐女士\",\"jobKind\":\"2\",\"imId\":\"4...   \n",
       " 3   {\"recruiterName\":\"夏女士\",\"jobKind\":\"1\",\"imId\":\"f...   \n",
       " 4   {\"recruiterName\":\"蒋女士\",\"jobKind\":\"2\",\"imId\":\"d...   \n",
       " 5   {\"recruiterName\":\"李先生\",\"jobKind\":\"2\",\"imId\":\"b...   \n",
       " 6   {\"recruiterName\":\"徐女士\",\"jobKind\":\"2\",\"imId\":\"9...   \n",
       " 7   {\"recruiterName\":\"蓝女士\",\"jobKind\":\"2\",\"imId\":\"6...   \n",
       " 8   {\"recruiterName\":\"伍女士\",\"jobKind\":\"2\",\"imId\":\"b...   \n",
       " 9   {\"recruiterName\":\"王女士\",\"jobKind\":\"2\",\"imId\":\"0...   \n",
       " 10  {\"recruiterName\":\"曹女士\",\"jobKind\":\"2\",\"imId\":\"b...   \n",
       " 11  {\"recruiterName\":\"陈女士\",\"jobKind\":\"2\",\"imId\":\"0...   \n",
       " 12  {\"recruiterName\":\"任先生\",\"jobKind\":\"2\",\"imId\":\"7...   \n",
       " 13  {\"recruiterName\":\"孙女士\",\"jobKind\":\"2\",\"imId\":\"6...   \n",
       " 14  {\"recruiterName\":\"常女士\",\"jobKind\":\"2\",\"imId\":\"5...   \n",
       " 15  {\"recruiterName\":\"胡女士\",\"jobKind\":\"2\",\"imId\":\"0...   \n",
       " 16  {\"recruiterName\":\"郑女士\",\"jobKind\":\"2\",\"imId\":\"e...   \n",
       " 17  {\"recruiterName\":\"杨女士\",\"jobKind\":\"2\",\"imId\":\"5...   \n",
       " 18  {\"recruiterName\":\"徐女士\",\"jobKind\":\"2\",\"imId\":\"6...   \n",
       " 19  {\"recruiterName\":\"陈女士\",\"jobKind\":\"1\",\"imId\":\"b...   \n",
       " 20  {\"recruiterName\":\"吕女士\",\"jobKind\":\"2\",\"imId\":\"a...   \n",
       " 21  {\"recruiterName\":\"王女士\",\"jobKind\":\"2\",\"imId\":\"1...   \n",
       " 22  {\"recruiterName\":\"颜先生\",\"jobKind\":\"2\",\"imId\":\"d...   \n",
       " 23  {\"recruiterName\":\"刘女士\",\"jobKind\":\"1\",\"imId\":\"d...   \n",
       " 24  {\"recruiterName\":\"程先生\",\"jobKind\":\"2\",\"imId\":\"a...   \n",
       " 25  {\"recruiterName\":\"柳女士\",\"jobKind\":\"2\",\"imId\":\"a...   \n",
       " 26  {\"recruiterName\":\"方先生\",\"jobKind\":\"2\",\"imId\":\"6...   \n",
       " 27  {\"recruiterName\":\"张女士\",\"jobKind\":\"2\",\"imId\":\"6...   \n",
       " 28  {\"recruiterName\":\"刘女士\",\"jobKind\":\"2\",\"imId\":\"4...   \n",
       " 29  {\"recruiterName\":\"李先生\",\"jobKind\":\"2\",\"imId\":\"b...   \n",
       " 30  {\"recruiterName\":\"刘女士\",\"jobKind\":\"2\",\"imId\":\"6...   \n",
       " 31  {\"recruiterName\":\"周女士\",\"jobKind\":\"2\",\"imId\":\"0...   \n",
       " 32  {\"recruiterName\":\"林女士\",\"jobKind\":\"2\",\"imId\":\"c...   \n",
       " 33  {\"recruiterName\":\"黄女士\",\"jobKind\":\"2\",\"imId\":\"2...   \n",
       " 34  {\"recruiterName\":\"吕女士\",\"jobKind\":\"2\",\"imId\":\"e...   \n",
       " 35  {\"recruiterName\":\"石女士\",\"jobKind\":\"2\",\"imId\":\"6...   \n",
       " 36  {\"recruiterName\":\"李女士\",\"jobKind\":\"2\",\"imId\":\"d...   \n",
       " 37  {\"recruiterName\":\"房女士\",\"jobKind\":\"1\",\"imId\":\"6...   \n",
       " 38  {\"recruiterName\":\"王女士\",\"jobKind\":\"2\",\"imId\":\"b...   \n",
       " 39  {\"recruiterName\":\"唐女士\",\"jobKind\":\"2\",\"imId\":\"9...   \n",
       " \n",
       "                                              dataInfo recruiter.recruiterName  \\\n",
       " 0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     李先生   \n",
       " 1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     温先生   \n",
       " 2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     徐女士   \n",
       " 3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     夏女士   \n",
       " 4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     蒋女士   \n",
       " 5   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     李先生   \n",
       " 6   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     徐女士   \n",
       " 7   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     蓝女士   \n",
       " 8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     伍女士   \n",
       " 9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     王女士   \n",
       " 10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     曹女士   \n",
       " 11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     陈女士   \n",
       " 12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     任先生   \n",
       " 13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     孙女士   \n",
       " 14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     常女士   \n",
       " 15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     胡女士   \n",
       " 16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     郑女士   \n",
       " 17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     杨女士   \n",
       " 18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     徐女士   \n",
       " 19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     陈女士   \n",
       " 20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     吕女士   \n",
       " 21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     王女士   \n",
       " 22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     颜先生   \n",
       " 23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     刘女士   \n",
       " 24  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     程先生   \n",
       " 25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     柳女士   \n",
       " 26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     方先生   \n",
       " 27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     张女士   \n",
       " 28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     刘女士   \n",
       " 29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     李先生   \n",
       " 30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     刘女士   \n",
       " 31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     周女士   \n",
       " 32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     林女士   \n",
       " 33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     黄女士   \n",
       " 34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     吕女士   \n",
       " 35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     石女士   \n",
       " 36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     李女士   \n",
       " 37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     房女士   \n",
       " 38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     王女士   \n",
       " 39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     唐女士   \n",
       " \n",
       "    recruiter.recruiterTitle                    recruiter.imId  \\\n",
       " 0                    高级招聘经理  bb8658cdae08ec7a19dea264e3e64473   \n",
       " 1                            96cfe9eb2f46f7b83fdfd48a60fa880f   \n",
       " 2                      招聘经理  4fd8e3b91140225a5d887c62117912b0   \n",
       " 3                      猎头顾问  f7def69cc4d9db506bc971ec2e264ed1   \n",
       " 4                        HR  d7c03e6105872f9eca5351bb778eb3ed   \n",
       " 5                    高级招聘经理  bb8658cdae08ec7a19dea264e3e64473   \n",
       " 6                      HRBP  954d35cd63789f5a0c4b1b9ff48b0eae   \n",
       " 7                        招聘  6d356058563a25376042c177f0a1d2b1   \n",
       " 8                    人力资源主管  b3a86e606dfcbceeb4ca13467b67969c   \n",
       " 9                      HRBP  0a8e1de44095c80aa8f5ce52e9265bac   \n",
       " 10                     招聘专员  bc28188b53e6d862fda65984f5cddb33   \n",
       " 11                     人事主管  0845cc660708e032b5513e775519112b   \n",
       " 12                       hr  77a8263aa20d596a4d9e7338a5c7bfca   \n",
       " 13                       人事  6fe63c84fac78f518b0ca3877d009dea   \n",
       " 14                       人事  5e5d97ece48cfd16be3900059d28d9fd   \n",
       " 15                     招聘助理  01b2458c6d6b6fad81f8dffd8c5b008c   \n",
       " 16                           efd33eaf78728241d6a9d1214a39013b   \n",
       " 17                     HRBP  561b56ab0750e3366df5efd7376a269f   \n",
       " 18                人力资源经理/主管  68832fdc2f1fbcc3ca5351bb778eb3ed   \n",
       " 19                     猎头顾问  b328e3bc4cb8a1b46bc971ec2e264ed1   \n",
       " 20                       HR  a5d9d93e8133de899552a237d109804b   \n",
       " 21                           14ab505624a761cf410685fca6d952de   \n",
       " 22                     招聘经理  dab151c25c23aadb9ccf3dc45f6d7696   \n",
       " 23                     猎头顾问  db77af14b9a888bc937a45d7910778f0   \n",
       " 24                     技术主管  a064e2f300121da301ab80e4a8b96567   \n",
       " 25                       HR  a240f5048d20b9e1e997c2e0a1c5d179   \n",
       " 26                      总经理  6f460c4fd25b62f6a16f40efc521f853   \n",
       " 27                           64015345249aa7f7946ec508e6feca67   \n",
       " 28                人力资源经理/主管  4100af5d402627b9ac365a663ca833da   \n",
       " 29                   高级招聘经理  bb8658cdae08ec7a19dea264e3e64473   \n",
       " 30                       HR  6d4c3f638504d6a26fb41ae1c7b9f4b1   \n",
       " 31                     人事经理  0cfab6e2970fe8000dcbf0a176bc5e33   \n",
       " 32                     招聘经理  c281807f68140c5f9f360dab62b59e34   \n",
       " 33                     HRBP  2691d0822cb2ab1a6ad2cb675e74e58a   \n",
       " 34                 营销中心HRBP  e87439b8350f60dc478730d086184fcb   \n",
       " 35          首席执行官CEO/总裁/总经理  647f1c4a057637eed9f9b108068c7fc3   \n",
       " 36             行政及人力资源部高级助理  d481ac0385a9b3679941166e65ebdb6f   \n",
       " 37                     猎头顾问  694574913a84af16e3a362ce23913155   \n",
       " 38                       HR  b29f707f55ec00bd6c5c4f00792ec441   \n",
       " 39       Sourcing Assistant  9ea0cb12208799dccb1add96ed310edb   \n",
       " \n",
       "    recruiter.imUserType  recruiter.chatted         recruiter.recruiterPhoto  \\\n",
       " 0                     2              False  603ddfca13789f2a26af794803u.png   \n",
       " 1                     2              False  5f8f986aea60860b75384fab08u.jpg   \n",
       " 2                     2              False  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 3                     2              False  581b06aa62f0e8e87245c0eb05a.jpg   \n",
       " 4                     2              False  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 5                     2              False  603ddfca13789f2a26af794803u.png   \n",
       " 6                     2              False  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 7                     2              False  5d4b8c2f81fb1a0d6f6ab53a03u.png   \n",
       " 8                     2              False  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 9                     2              False  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 10                    2              False  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 11                    2              False  6453a6aff9ae2348111e2e3805u.png   \n",
       " 12                    2              False  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 13                    2              False  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 14                    2              False  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 15                    2              False  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 16                    2              False  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 17                    2              False  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 18                    2              False  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 19                    2              False  5c734373509919c4f5ffd27103u.jpg   \n",
       " 20                    2              False  6216252f26881f4558c3761304u.png   \n",
       " 21                    2              False  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 22                    2              False  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 23                    2              False  63438f16fbee3d581c594d7206u.png   \n",
       " 24                    2              False  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 25                    2              False  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 26                    2              False  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 27                    2              False  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 28                    2              False  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 29                    2              False  603ddfca13789f2a26af794803u.png   \n",
       " 30                    2              False  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 31                    2              False  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 32                    2              False  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 33                    2              False  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 34                    2              False  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 35                    2              False  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 36                    2              False  58d32f2f70321f8a8b3afa2605a.png   \n",
       " 37                    2              False  5f8fa3baf6d1ab58476f324908u.png   \n",
       " 38                    2              False  62171c72b8883679c78caded05u.jpg   \n",
       " 39                    2              False  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " \n",
       "                recruiter.recruiterId comp.compIndustry  ...  \\\n",
       " 0   df2be9e2790a91f7de8008aa1df671c3               互联网  ...   \n",
       " 1   d46c2718fc09ee38230a6909afc86b14             批发/零售  ...   \n",
       " 2   95312d1c86db3348df1e1def6db9f911                银行  ...   \n",
       " 3   6f3e11ccb39c924f239791d360627116              生物技术  ...   \n",
       " 4   2fb8a8a4ef5dfc9afcf6a812804b7577          基金/证券/期货  ...   \n",
       " 5   df2be9e2790a91f7de8008aa1df671c3               互联网  ...   \n",
       " 6   4b882eca6770a3cb6f9ab5246d727aa4       电子/半导体/集成电路  ...   \n",
       " 7   f5baa63b70999ea21bbb9ece786c9c4a                银行  ...   \n",
       " 8   7355aa22b7c360423883d2f1a2807847                制药  ...   \n",
       " 9   427286a4f10ea8529624af2974a740d0              医疗器械  ...   \n",
       " 10  2f0db3c440a56582313d28bda77861fc       电子/半导体/集成电路  ...   \n",
       " 11  465b63c838877b8e16d4f74d20cd1723               互联网  ...   \n",
       " 12  d8d624448d319c9e156f9470d551897a              智能硬件  ...   \n",
       " 13  a19c385f445fad306cdbba403495c92d             计算机软件  ...   \n",
       " 14  52b0f61aa38d797c3d852a7c5b50fab3              电子商务  ...   \n",
       " 15  e6a9c58a0e8a0236507682ca93aa9b21       电子/半导体/集成电路  ...   \n",
       " 16  e405f2bd08101e8744244a2762d194df       电子/半导体/集成电路  ...   \n",
       " 17  c519e443a7436d13fbc95a917977f108              医疗器械  ...   \n",
       " 18  9e8d766ee0be8ca73fa83f5301fdf738              电子商务  ...   \n",
       " 19  40256caa59f1d83b527d43218fb67f32             机械/设备  ...   \n",
       " 20  5fc817f4f1f9422e99248b4ecd81039b            专业技术服务  ...   \n",
       " 21  ecba954e1f2292ea5af026a4f7b968c7          基金/证券/期货  ...   \n",
       " 22  9b307268a3211aaaabf06a7fb7565ca1               互联网  ...   \n",
       " 23  5738471ba09639428d5a08ea35c946e8             计算机硬件  ...   \n",
       " 24  e0c5f63c6f765df5a5f2fec0ca82356d          汽车零部件及配件  ...   \n",
       " 25  415cccd118facfe57f54b7d39999d023              医疗器械  ...   \n",
       " 26  c34c4a2624747e4b26b1097d5c88d913              电子商务  ...   \n",
       " 27  a024cc49bb2ffed252e68388ce8e697a       电子/半导体/集成电路  ...   \n",
       " 28  97384864c1b819c3a559986070c9d728       电子/半导体/集成电路  ...   \n",
       " 29  df2be9e2790a91f7de8008aa1df671c3               互联网  ...   \n",
       " 30  aef79dfb2a93cc0ce756e1ff6bbcdaca              IT服务  ...   \n",
       " 31  a220c9778453729ed860456f35deafa0                制药  ...   \n",
       " 32  6948abb6b42989bd0e37b9e03e242db4              生物技术  ...   \n",
       " 33  d17e9eb91d44aedd9a001a8dc3dddaa1             批发/零售  ...   \n",
       " 34  9a04086abe8134046793d38b0d4659bc              医疗器械  ...   \n",
       " 35  a07eb3cc706215dc15479a31c7601889          基金/证券/期货  ...   \n",
       " 36  d453cd66906f427dc09c0ef05bb25d93                制药  ...   \n",
       " 37  05e459037285ef6fdbe8942ef56970ba           农/林/牧/渔  ...   \n",
       " 38  9aded5727db703e30bdcb681408bcc96           在线社交/媒体  ...   \n",
       " 39  9cd985e1d8f01a515db511957f53bb51            贸易/进出口  ...   \n",
       " \n",
       "                   job.title job.refreshTime job.topJob job.jobId  \\\n",
       " 0               产品开发助理（无经验）  20220510201307      False  36012547   \n",
       " 1                    产品项目助理  20220630084718      False  47365153   \n",
       " 2              BK617U-项目管理岗  20230131174222      False  55678145   \n",
       " 3                产品专员（海外市场）  20230602113914      False  45938645   \n",
       " 4                 投研秘书兼产品助理  20230512165856      False  51192595   \n",
       " 5                IT客服（产品助理）  20200929052029      False  32305435   \n",
       " 6                        PM  20230601094338      False  57028047   \n",
       " 7              产品经理(009186)  20230602084517      False  55351989   \n",
       " 8                   产品专员-深圳  20230130140115      False  52846747   \n",
       " 9                      产品专员  20221222175513      False  55183989   \n",
       " 10                   产品助理经理  20210420153113      False  32471093   \n",
       " 11                     产品助理  20230505112351      False  58288129   \n",
       " 12  智能机器人产品专员（高达方向）(J10135)  20230602104805      False  59034461   \n",
       " 13                 产品投放运营助理  20200508100323      False  27804711   \n",
       " 14                     产品助理  20210524164258      False  39447955   \n",
       " 15             产品专员（初级产品经理）  20230202175617      False  51740431   \n",
       " 16              产品经理助理（PMA）  20210309162245      False  36791449   \n",
       " 17                     产品专员  20230602113405      False  52955741   \n",
       " 18                   产品开发助理  20230515102928      False  58539439   \n",
       " 19              产品经理（必须有护照）  20230601091112      False  46202781   \n",
       " 20                     产品助理  20230216092654      False  53828139   \n",
       " 21                投研秘书兼产品助理  20230424171955      False  51702413   \n",
       " 22                     产品专员  20230518111336      False  54627819   \n",
       " 23    知名影像产品黑科技-硬件产品经理（云台）   20230403141930      False  44961595   \n",
       " 24                   产品开发助理  20211022140632      False  44179345   \n",
       " 25                  产品需求工程师  20230602095600      False  57941747   \n",
       " 26                   产品开发专员  20230523121429      False  58766269   \n",
       " 27                     产品专员  20230524090231      False  58459119   \n",
       " 28                  产品助理工程师  20230602105809      False  59034533   \n",
       " 29         B2C产品开发助理（无经验要求）  20200929052041      False  32305647   \n",
       " 30                     产品专员  20230509154450      False  58411523   \n",
       " 31                     产品专员  20230601102648      False  52179057   \n",
       " 32                 产品专员（D8）  20230531165711      False  57277441   \n",
       " 33                     授权助理  20230522203647      False  58750761   \n",
       " 34                     产品专员  20230601133343      False  54071631   \n",
       " 35                   量化产品助理  20221104103856      False  53609399   \n",
       " 36                   助理产品经理  20230523101758      False  38362029   \n",
       " 37                     产品经理  20230602104701      False  46347297   \n",
       " 38                  互联网产品助理  20230526164529      False  58882055   \n",
       " 39                     产品专员  20230531121516      False  57671389   \n",
       " \n",
       "     job.advViewFlag job.pcOuterLink job.h5OuterLink  \\\n",
       " 0             False                                   \n",
       " 1             False                                   \n",
       " 2             False                                   \n",
       " 3             False             NaN             NaN   \n",
       " 4             False                                   \n",
       " 5             False                                   \n",
       " 6             False                                   \n",
       " 7             False                                   \n",
       " 8             False                                   \n",
       " 9             False                                   \n",
       " 10            False                                   \n",
       " 11            False                                   \n",
       " 12            False                                   \n",
       " 13            False                                   \n",
       " 14            False                                   \n",
       " 15            False                                   \n",
       " 16            False                                   \n",
       " 17            False                                   \n",
       " 18            False                                   \n",
       " 19            False             NaN             NaN   \n",
       " 20            False                                   \n",
       " 21            False                                   \n",
       " 22            False                                   \n",
       " 23            False             NaN             NaN   \n",
       " 24            False                                   \n",
       " 25            False                                   \n",
       " 26            False                                   \n",
       " 27            False                                   \n",
       " 28            False                                   \n",
       " 29            False                                   \n",
       " 30            False                                   \n",
       " 31            False                                   \n",
       " 32            False                                   \n",
       " 33            False                                   \n",
       " 34            False                                   \n",
       " 35            False                                   \n",
       " 36            False                                   \n",
       " 37            False             NaN             NaN   \n",
       " 38            False                                   \n",
       " 39            False                                   \n",
       " \n",
       "                                        job.link  \\\n",
       " 0   https://www.liepin.com/job/1936012547.shtml   \n",
       " 1   https://www.liepin.com/job/1947365153.shtml   \n",
       " 2   https://www.liepin.com/job/1955678145.shtml   \n",
       " 3       https://www.liepin.com/a/45938645.shtml   \n",
       " 4   https://www.liepin.com/job/1951192595.shtml   \n",
       " 5   https://www.liepin.com/job/1932305435.shtml   \n",
       " 6   https://www.liepin.com/job/1957028047.shtml   \n",
       " 7   https://www.liepin.com/job/1955351989.shtml   \n",
       " 8   https://www.liepin.com/job/1952846747.shtml   \n",
       " 9   https://www.liepin.com/job/1955183989.shtml   \n",
       " 10  https://www.liepin.com/job/1932471093.shtml   \n",
       " 11  https://www.liepin.com/job/1958288129.shtml   \n",
       " 12  https://www.liepin.com/job/1959034461.shtml   \n",
       " 13  https://www.liepin.com/job/1927804711.shtml   \n",
       " 14  https://www.liepin.com/job/1939447955.shtml   \n",
       " 15  https://www.liepin.com/job/1951740431.shtml   \n",
       " 16  https://www.liepin.com/job/1936791449.shtml   \n",
       " 17  https://www.liepin.com/job/1952955741.shtml   \n",
       " 18  https://www.liepin.com/job/1958539439.shtml   \n",
       " 19      https://www.liepin.com/a/46202781.shtml   \n",
       " 20  https://www.liepin.com/job/1953828139.shtml   \n",
       " 21  https://www.liepin.com/job/1951702413.shtml   \n",
       " 22  https://www.liepin.com/job/1954627819.shtml   \n",
       " 23      https://www.liepin.com/a/44961595.shtml   \n",
       " 24  https://www.liepin.com/job/1944179345.shtml   \n",
       " 25  https://www.liepin.com/job/1957941747.shtml   \n",
       " 26  https://www.liepin.com/job/1958766269.shtml   \n",
       " 27  https://www.liepin.com/job/1958459119.shtml   \n",
       " 28  https://www.liepin.com/job/1959034533.shtml   \n",
       " 29  https://www.liepin.com/job/1932305647.shtml   \n",
       " 30  https://www.liepin.com/job/1958411523.shtml   \n",
       " 31  https://www.liepin.com/job/1952179057.shtml   \n",
       " 32  https://www.liepin.com/job/1957277441.shtml   \n",
       " 33  https://www.liepin.com/job/1958750761.shtml   \n",
       " 34  https://www.liepin.com/job/1954071631.shtml   \n",
       " 35  https://www.liepin.com/job/1953609399.shtml   \n",
       " 36  https://www.liepin.com/job/1938362029.shtml   \n",
       " 37      https://www.liepin.com/a/46347297.shtml   \n",
       " 38  https://www.liepin.com/job/1958882055.shtml   \n",
       " 39  https://www.liepin.com/job/1957671389.shtml   \n",
       " \n",
       "                                        job.dataPromId job.requireEduLevel  \n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...                  本科  \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...                统招本科  \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...                学历不限  \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...                统招本科  \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...                  硕士  \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...                学历不限  \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...                  本科  \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...                统招本科  \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...                  本科  \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...                  本科  \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...                统招本科  \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...                  本科  \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...                统招本科  \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...                统招本科  \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...                  大专  \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...                统招本科  \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...                  大专  \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...                  本科  \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...                  本科  \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...               大专及以上  \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...                统招本科  \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...                  硕士  \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...                  本科  \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...               本科及以上  \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...                  大专  \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...                统招本科  \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...                统招本科  \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...                  本科  \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...                  本科  \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...                学历不限  \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...                  本科  \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...                  本科  \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...                统招本科  \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...                  本科  \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...                  本科  \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...                  本科  \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...                  本科  \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...                统招本科  \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...                统招本科  \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...                统招本科  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"recruiterName\":\"徐女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 1   {\"recruiterName\":\"萧先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 2   {\"recruiterName\":\"黄女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 3   {\"recruiterName\":\"金女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 4   {\"recruiterName\":\"金女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 5   {\"recruiterName\":\"方先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 6   {\"recruiterName\":\"杨女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 7   {\"recruiterName\":\"李女士\",\"jobKind\":\"1\",\"jobId\":\"...   \n",
       " 8   {\"recruiterName\":\"邓女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 9   {\"recruiterName\":\"阳女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 10  {\"recruiterName\":\"万先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 11  {\"recruiterName\":\"万先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 12  {\"recruiterName\":\"赵先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 13  {\"recruiterName\":\"杨女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 14  {\"recruiterName\":\"第女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 15  {\"recruiterName\":\"李先生\",\"jobKind\":\"1\",\"jobId\":\"...   \n",
       " 16  {\"recruiterName\":\"薛女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 17  {\"recruiterName\":\"张女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 18  {\"recruiterName\":\"晁女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 19  {\"recruiterName\":\"孙女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 20  {\"recruiterName\":\"丁女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 21  {\"recruiterName\":\"黎女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 22  {\"recruiterName\":\"吕女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 23  {\"recruiterName\":\"王女士\",\"jobKind\":\"1\",\"jobId\":\"...   \n",
       " 24  {\"recruiterName\":\"戴女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 25  {\"recruiterName\":\"陈女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 26  {\"recruiterName\":\"龙先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 27  {\"recruiterName\":\"黄女士\",\"jobKind\":\"1\",\"jobId\":\"...   \n",
       " 28  {\"recruiterName\":\"郑女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 29  {\"recruiterName\":\"张女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 30  {\"recruiterName\":\"胡女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 31  {\"recruiterName\":\"方先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 32  {\"recruiterName\":\"陈先生\",\"jobKind\":\"1\",\"jobId\":\"...   \n",
       " 33  {\"recruiterName\":\"宁女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 34  {\"recruiterName\":\"蔡先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 35  {\"recruiterName\":\"孟女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 36  {\"recruiterName\":\"马女士\",\"jobKind\":\"1\",\"jobId\":\"...   \n",
       " 37  {\"recruiterName\":\"刘女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 38  {\"recruiterName\":\"杨女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 39  {\"recruiterName\":\"刘先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " \n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 5   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 6   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 7   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 24  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " \n",
       "                                            job.labels  job.salary  job.dq  \\\n",
       " 0                                        [策略运营, 产品运营]       8-12k  深圳-南山区   \n",
       " 1                [产品设计, 需求分析, 教务管理, 智慧校园, 教育产品, b端产品]       7-13k  深圳-福田区   \n",
       " 2                                 [电子/半导体/集成电路, 数据分析]       8-13k  深圳-南山区   \n",
       " 3                       [药物研发, 招投标, 需求分析, 用户研究, 市场调研]       8-12k  深圳-南山区   \n",
       " 4                                              [团队管理]   7-10k·13薪  深圳-南山区   \n",
       " 5                                               [金融学]    6-8k·13薪      深圳   \n",
       " 6                                  [竞品分析, 市场调研, 用户研究]        4-5k      深圳   \n",
       " 7                                                  []       8-13k      深圳   \n",
       " 8                                                [助理]       8-10k  深圳-罗湖区   \n",
       " 9                    [Visio, Axure, 产品设计, 需求分析, 需求说明]      10-15k  深圳-南山区   \n",
       " 10                                       [产品规划, 竞品分析]  10-20k·13薪  深圳-南山区   \n",
       " 11                               [妇科, 产科, 产品调研, 市场推广]      12-22k  深圳-坪山区   \n",
       " 12                                                 []    4-7k·13薪  深圳-龙岗区   \n",
       " 13                                             [产品规划]        6-9k      深圳   \n",
       " 14                                             [团队管理]       8-14k  深圳-坪山区   \n",
       " 15  [交互设计, 工业设计, 人机交互, 用户研究, 场景设计, 角色设计, Illustrat...     90-120k      深圳   \n",
       " 16                                       [医疗行业, 市场调研]  10-20k·15薪  深圳-宝安区   \n",
       " 17         [电商产品, 需求分析, 用户研究, 市场调研, 竞品分析, 数据分析, 产品优化]        5-6k  深圳-宝安区   \n",
       " 18                    [自动化行业, 产品规划, 用户研究, 产品设计, 需求挖掘]       9-13k  深圳-宝安区   \n",
       " 19                  [硬件产品, 智能硬件, 电子产品及配件, 产品规划, 市场调研]  13-23k·13薪  深圳-龙华区   \n",
       " 20         [策略产品, 药物研发, 产品规划, 需求分析, 市场调研, 产品优化, 用户研究]  10-16k·17薪  深圳-光明区   \n",
       " 21                                             [海外电商]       8-10k  深圳-龙华区   \n",
       " 22  [外观设计, Rhino, Pro/E, keyshot, SolidWorks, 结构设计...      10-15k  深圳-南山区   \n",
       " 23                        [变频器, 产品工程师, 产品经理, 变频器行业售前]      11-17k      深圳   \n",
       " 24                                  [团队管理, 市场洞察, 新能源]      10-15k      深圳   \n",
       " 25                            [电子/半导体/集成电路, 采购, 团队管理]   9-10k·15薪  深圳-南山区   \n",
       " 26  [手绘, keyshot, 工艺品设计, ai软件, 玩具设计, 文创产品设计, 结构设计,...        3-6k  深圳-龙岗区   \n",
       " 27                                                 []      20-35k      深圳   \n",
       " 28                   [axure, visio, xmind, 移动端, 需求分析]        5-8k      深圳   \n",
       " 29        [直接采购, 国内采购, 供应商管理, 采购计划, 库存管理, 订单管理, 合同管理]    6-8k·13薪  深圳-南山区   \n",
       " 30                          [工具产品, 计算机软件, 用户研究, 市场调研]       6-12k  深圳-南山区   \n",
       " 31                                 [竞品分析, 市场调研, 用户研究]       5-10k      深圳   \n",
       " 32                                                 []  25-35k·13薪      深圳   \n",
       " 33  [硬件产品, 通讯/网络设备, 产品手册, 产品介绍, 提炼卖点, 产品优化, 推广物料, ...      10-15k  深圳-南山区   \n",
       " 34    [CAD, 外观设计, 包装设计, 形态设计, 家具产品, 3DMAX, Photoshop]        4-6k  深圳-南山区   \n",
       " 35                           [用户研究, 产品设计, 产品规划, 团队管理]      10-16k  深圳-南山区   \n",
       " 36                                                 []      20-22k      深圳   \n",
       " 37                                                 []      10-15k  深圳-南山区   \n",
       " 38                           [产品规划, 用户研究, 产品设计, 需求挖掘]        6-9k  深圳-宝安区   \n",
       " 39               [市场调研, 策略产品, 医疗行业, 产品规划, 需求分析, 用户研究]       8-20k  深圳-宝安区   \n",
       " \n",
       "    job.jobKind job.jobId  job.advViewFlag job.refreshTime  \\\n",
       " 0            2  45136817            False  20211124145049   \n",
       " 1            2  31117807            False  20220630165931   \n",
       " 2            2  58132291            False  20230524091803   \n",
       " 3            2  56395817            False  20230223100909   \n",
       " 4            2  40300503            False  20230530142108   \n",
       " 5            2  35449977            False  20210201155938   \n",
       " 6            2  58812137            False  20230524152933   \n",
       " 7            1  45995747            False  20230524093406   \n",
       " 8            2  50236643            False  20220608191058   \n",
       " 9            2  57923217            False  20230419100052   \n",
       " 10           2  59016943            False  20230601153324   \n",
       " 11           2  53919545            False  20221123133924   \n",
       " 12           2  22792571            False  20191012122131   \n",
       " 13           2  42509971            False  20211112140527   \n",
       " 14           2  56285181            False  20230530104649   \n",
       " 15           1  46013483            False  20230510213958   \n",
       " 16           2  57709697            False  20230411161658   \n",
       " 17           2  58209449            False  20230428112026   \n",
       " 18           2  54762883            False  20221201151039   \n",
       " 19           2  58553869            False  20230529153235   \n",
       " 20           2  57961105            False  20230420094509   \n",
       " 21           2  50158993            False  20220611153300   \n",
       " 22           2  57316023            False  20230510165801   \n",
       " 23           1  44911733            False  20230331114044   \n",
       " 24           2  56809753            False  20230504145002   \n",
       " 25           2  51918779            False  20230530094037   \n",
       " 26           2  39730125            False  20210602092943   \n",
       " 27           1  46359875            False  20230602101401   \n",
       " 28           2  38314765            False  20210419154053   \n",
       " 29           2  53303683            False  20221117151305   \n",
       " 30           2  56494457            False  20230227095753   \n",
       " 31           2  58770063            False  20230526115804   \n",
       " 32           1  44973923            False  20230403165022   \n",
       " 33           2  57616357            False  20230601085154   \n",
       " 34           2  56700605            False  20230305175332   \n",
       " 35           2  47386409            False  20220223141401   \n",
       " 36           1  45956947            False  20230602144445   \n",
       " 37           2  39563739            False  20230601112708   \n",
       " 38           2  55109409            False  20221220102614   \n",
       " 39           2  53541751            False  20230201164907   \n",
       " \n",
       "                                        job.dataPromId  ...  \\\n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...  ...   \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...  ...   \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...  ...   \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...  ...   \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...  ...   \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...  ...   \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...  ...   \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...  ...   \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...  ...   \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...  ...   \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...  ...   \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...  ...   \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...  ...   \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...  ...   \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...  ...   \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...  ...   \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...  ...   \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...  ...   \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...  ...   \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...  ...   \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...  ...   \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...  ...   \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...  ...   \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...  ...   \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...  ...   \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...  ...   \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...  ...   \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...  ...   \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...  ...   \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...  ...   \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...  ...   \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...  ...   \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...  ...   \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...  ...   \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...  ...   \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...  ...   \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...  ...   \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...  ...   \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...  ...   \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...  ...   \n",
       " \n",
       "             recruiter.recruiterPhoto recruiter.chatted  \\\n",
       " 0    5f8f986779c7cc70efbf36c008u.jpg             False   \n",
       " 1    5f8f986c79c7cc70efbf36c808u.jpg             False   \n",
       " 2    5f8f98648dbe6273dcf8515508u.jpg             False   \n",
       " 3    5f8f9863f6d1ab58476f246a08u.jpg             False   \n",
       " 4    5f8f9865ea60860b75384fa508u.jpg             False   \n",
       " 5    5f8f9868f6d1ab58476f24a008u.jpg             False   \n",
       " 6    5f8f98648dbe6273dcf8515508u.jpg             False   \n",
       " 7    5fd0244b9b3439706a13ea0b08u.jpg             False   \n",
       " 8    62a082bf5e9f6e063da4aca408u.png             False   \n",
       " 9    5f8f9866dfb13a7dee342f1808u.jpg             False   \n",
       " 10   6470bf811b4c4e6285143e7f04u.png             False   \n",
       " 11   5f8f986c79c7cc70efbf36c808u.jpg             False   \n",
       " 12   5f8f986bdfb13a7dee342f2108u.jpg             False   \n",
       " 13   5f8f9863f6d1ab58476f246a08u.jpg             False   \n",
       " 14   5f8f9865ea60860b75384fa508u.jpg             False   \n",
       " 15   6388813641fc7d5e6efd18c104u.jpg             False   \n",
       " 16   5f8f9866dfb13a7dee342f1808u.jpg             False   \n",
       " 17   5f8f98648dbe6273dcf8515508u.jpg             False   \n",
       " 18   5f8f986779c7cc70efbf36c008u.jpg             False   \n",
       " 19   5f8f9863f6d1ab58476f246a08u.jpg             False   \n",
       " 20   5f8f98648dbe6273dcf8515508u.jpg             False   \n",
       " 21   5f8f986779c7cc70efbf36c008u.jpg             False   \n",
       " 22   5f8f9863f6d1ab58476f246a08u.jpg             False   \n",
       " 23   616cdb95f3e81c74a13767bc05u.png             False   \n",
       " 24   5f8f98648dbe6273dcf8515508u.jpg             False   \n",
       " 25   5f8f9863f6d1ab58476f246a08u.jpg             False   \n",
       " 26   5f8f98698dbe6273dcf8516008u.jpg             False   \n",
       " 27   5c497b82509919607f6b7e4906u.jpg             False   \n",
       " 28   5f8f986779c7cc70efbf36c008u.jpg             False   \n",
       " 29   5f8f986779c7cc70efbf36c008u.jpg             False   \n",
       " 30   5f8f9865ea60860b75384fa508u.jpg             False   \n",
       " 31   5f8f9868f6d1ab58476f24a008u.jpg             False   \n",
       " 32   60e4234787c8cf7b1de5a20106u.jpg             False   \n",
       " 33   5f8f9865ea60860b75384fa508u.jpg             False   \n",
       " 34   5f8f986bdfb13a7dee342f2108u.jpg             False   \n",
       " 35   5f8f98648dbe6273dcf8515508u.jpg             False   \n",
       " 36  63f5ae04d97d2f1d3a431ab408u.jpeg             False   \n",
       " 37   6095eb7a59d64736fc6e912a04u.png             False   \n",
       " 38   5f8f9865ea60860b75384fa508u.jpg             False   \n",
       " 39   5f8f9868f6d1ab58476f24a008u.jpg             False   \n",
       " \n",
       "                recruiter.recruiterId                    comp.compLogo  \\\n",
       " 0   b0dbedf587f65fd0cf3aa1a48c2d9cf2  5eb65a34f25402045741467606u.png   \n",
       " 1   c52076bf7c20d085b19f74d0ec722099  61af1f72bd43d07222bcf8ce06u.png   \n",
       " 2   694e47bfac3f43c4b22d0b2bfb40ac76  61b07937d0458d53c627567e02u.jpg   \n",
       " 3   47db6b507506babc4bbc30880744c061  5f728adb79c7cc70efb3978108u.png   \n",
       " 4   6c13bd913611d593acb68ae12a213198  60765495e9b85811d7aba6ed03u.png   \n",
       " 5   c46503bbba6ac26b24a57ad064a1c116  62eb2ef5ac10312fd8d1c93e01u.png   \n",
       " 6   95a8b55ee1921db899c14e1ee62b456c  61bb1e31f18f4f578c288c2901u.jpg   \n",
       " 7   669efe2b45164d9275698c7e084b7b82  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 8   5149d792af4454cf6423354307cd8931  61b07937d0458d53c627567e02u.jpg   \n",
       " 9   dd4586bf7b35ed77dab866a78bde300f  5bfe963574719df0ac98fa5a03a.png   \n",
       " 10  9d65e14259439067f12abbf263d3fe3d  60851a341f12e77bb4cce0ab08u.png   \n",
       " 11  bc11ef4566622977da21b53144b82e5a  5bfea5c574719d2aa34ceaa003a.png   \n",
       " 12  43a29ef9c976cfaa2e597a84cce4d018  602f6218d107b973c16443e001u.png   \n",
       " 13  545473718f13559f23b15e394df5d540  61b07937d0458d53c627567e02u.jpg   \n",
       " 14  1c983010b1e18f3a7d9513c088c36808  5bfea07674719d2aa34bf7ef03a.png   \n",
       " 15  cadcc2bc4f3fc52dad42abd4298564a1  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 16  e6c00a21807fc246eb33d35348c1d05e  60332441d107b973c164476a06u.png   \n",
       " 17  c4d9ffde76f49caeebe3cbeebf01d284  636dff3ec475426281e8068903u.png   \n",
       " 18  bb5c7b2d53bd56c4b7878b4d7a502df2  61b07937d0458d53c627567e02u.jpg   \n",
       " 19  8126ba3ddb0650bf477c8b3e022f0010  643cfa7e85d21a2f62c11b8a02u.png   \n",
       " 20  7f43001dc2f5a2d4acb2948224dd11ea  5bfea22b74719d2aa34c4d0d03a.png   \n",
       " 21  ab25546f8b56ae04c399a35dac1668f7  61b07937d0458d53c627567e02u.jpg   \n",
       " 22  d06aa2d66b503a06804afde954a2faac  61b07937d0458d53c627567e02u.jpg   \n",
       " 23  bee0fba8b17c96d8f7d0bc19df38e6af  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 24  d25aae9b8a1f7bfded9f345fed21410c  5bfffb7874719da073f13cb703u.png   \n",
       " 25  54ef7a66b0909406dd3537368ff8503a  61401a4453180f61ae51c33208u.png   \n",
       " 26  50bcd28b3d04b5841d60c79e8b94b703  61b07937d0458d53c627567e02u.jpg   \n",
       " 27  2506ed91be48520d84256630cb8fe4e2  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 28  d71bbf07a763c5418a81c9dfd9362a0c  5bfe967674719df0ac99079103a.png   \n",
       " 29  59155e63732ffa0eb9903f0bd7b26bb3  63f4970e3ee568020853bf4708u.png   \n",
       " 30  e6a9c58a0e8a0236507682ca93aa9b21  5cff1b03d3ced44864743ee006u.png   \n",
       " 31  c34c4a2624747e4b26b1097d5c88d913  61bb1e31f18f4f578c288c2901u.jpg   \n",
       " 32  b0013f60ed7aeedcd616e011472fcdeb  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 33  54cf6106a6bf64f30abd23dd082aeda9  5bfe976574719df0ac99382c03a.png   \n",
       " 34  0c7179501fc0b689f3e1b547b21c2ded  61b07937d0458d53c627567e02u.jpg   \n",
       " 35  c0eb88e1802c848f017a9c94bb75c466  5bfea1dd74719d2aa34c3ddf03a.png   \n",
       " 36  36fb61123cda558bad7534c820b4bc19  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 37  c10f4d61acc9b8081158fb67f78b2ecd  5bfe912a74719d35745ac70303a.png   \n",
       " 38  309a8e8d53cd8924b308aa3c4a4b2f50  61b07937d0458d53c627567e02u.jpg   \n",
       " 39  83ad04361a1f12bbcf80f476656cc6b4  61513379be9fa4138f20dd9906u.png   \n",
       " \n",
       "        comp.compName comp.compId comp.compScale comp.compIndustry  \\\n",
       " 0       广东润杨通信服务有限公司   9518867.0       10000人以上               互联网   \n",
       " 1      深圳市倍思教育科技有限公司  12366505.0       100-499人              培训服务   \n",
       " 2        深圳市富悦电子有限公司  13504483.0         50-99人       电子/半导体/集成电路   \n",
       " 3               华声医疗   9825101.0       100-499人              医疗器械   \n",
       " 4              普芯达电子  12623979.0         50-99人       电子/半导体/集成电路   \n",
       " 5               盈富量化  12168899.0          1-49人          基金/证券/期货   \n",
       " 6       深圳市初世纪科技有限公司  13022715.0         50-99人              电子商务   \n",
       " 7           某某跨境电商公司         NaN         50-99人            互联网/电商   \n",
       " 8         深圳兮美科技有限公司  13197227.0          1-49人             计算机软件   \n",
       " 9        深圳市康英科技有限公司   8600451.0         50-99人             计算机硬件   \n",
       " 10             安卫普科技  12708535.0       100-499人       电子/半导体/集成电路   \n",
       " 11              理邦仪器   2589241.0     1000-2000人              医疗器械   \n",
       " 12      深圳市普勒森科技有限公司   9111157.0          1-49人              电子商务   \n",
       " 13     诺迪克电子(深圳)有限公司  12760967.0       100-499人               NaN   \n",
       " 14               BYD    434237.0       10000人以上             其他制造业   \n",
       " 15           某深圳知名公司         NaN       10000人以上              通信设备   \n",
       " 16            中元汇吉生物   8036344.0     2000-5000人              医疗器械   \n",
       " 17             安宇客科技  12766197.0          1-49人            贸易/进出口   \n",
       " 18        深圳学泰科技有限公司   9523539.0          1-49人             计算机软件   \n",
       " 19       深圳市元鼎科技有限公司   8048327.0       100-499人              智能硬件   \n",
       " 20              开立生物   8423362.0     1000-2000人              医疗器械   \n",
       " 21      广东安科智能科技有限公司  13207605.0          1-49人             机械/设备   \n",
       " 22     深圳市畅为工业设计有限公司  13443543.0         50-99人             计算机软件   \n",
       " 23         某大型专业服务公司         NaN    5000-10000人            人力资源服务   \n",
       " 24     深圳市韵腾激光科技有限公司   8822261.0       100-499人       电子/半导体/集成电路   \n",
       " 25        东芯信息技术有限公司  12641515.0         50-99人       电子/半导体/集成电路   \n",
       " 26      桃桃科技(深圳)有限公司  12772733.0          1-49人             批发/零售   \n",
       " 27             某上市券商         NaN     2000-5000人          基金/证券/投资   \n",
       " 28       深圳源中瑞科技有限公司   8085025.0       100-499人             计算机软件   \n",
       " 29      深圳市汇芯微电子有限公司   8444719.0         50-99人       电子/半导体/集成电路   \n",
       " 30     深圳市深视智能科技有限公司   9089272.0       100-499人       电子/半导体/集成电路   \n",
       " 31      深圳市初世纪科技有限公司  13022715.0         50-99人              电子商务   \n",
       " 32             某知名公司         NaN     2000-5000人            专业技术服务   \n",
       " 33              友华通信   8548268.0       500-999人              通信设备   \n",
       " 34      深圳市依辰家具设计工作室  13448103.0          1-49人            其他生活服务   \n",
       " 35     深圳市天威诚信科技有限公司   8260589.0       500-999人             计算机软件   \n",
       " 36         某深圳咨询服务公司         NaN       100-499人              咨询服务   \n",
       " 37              大唐财富   8228617.0     2000-5000人          基金/证券/期货   \n",
       " 38  深圳市有点料国际软件技术有限公司  13380007.0       100-499人               新能源   \n",
       " 39              深圳安科    738075.0       500-999人              医疗器械   \n",
       " \n",
       "                                    comp.link comp.compStage  \n",
       " 0    https://www.liepin.com/company/9518867/            NaN  \n",
       " 1   https://www.liepin.com/company/12366505/            NaN  \n",
       " 2   https://www.liepin.com/company/13504483/          融资未公开  \n",
       " 3    https://www.liepin.com/company/9825101/            天使轮  \n",
       " 4   https://www.liepin.com/company/12623979/            NaN  \n",
       " 5   https://www.liepin.com/company/12168899/            NaN  \n",
       " 6   https://www.liepin.com/company/13022715/            NaN  \n",
       " 7                                                     不需要融资  \n",
       " 8   https://www.liepin.com/company/13197227/            NaN  \n",
       " 9    https://www.liepin.com/company/8600451/            天使轮  \n",
       " 10  https://www.liepin.com/company/12708535/             A轮  \n",
       " 11   https://www.liepin.com/company/2589241/         沪深A股上市  \n",
       " 12   https://www.liepin.com/company/9111157/          融资未公开  \n",
       " 13  https://www.liepin.com/company/12760967/          融资未公开  \n",
       " 14    https://www.liepin.com/company/434237/            已上市  \n",
       " 15                                                       C轮  \n",
       " 16   https://www.liepin.com/company/8036344/            NaN  \n",
       " 17  https://www.liepin.com/company/12766197/          融资未公开  \n",
       " 18   https://www.liepin.com/company/9523539/             A轮  \n",
       " 19   https://www.liepin.com/company/8048327/             B轮  \n",
       " 20   https://www.liepin.com/company/8423362/         沪深A股上市  \n",
       " 21  https://www.liepin.com/company/13207605/            NaN  \n",
       " 22  https://www.liepin.com/company/13443543/            NaN  \n",
       " 23                                                     战略融资  \n",
       " 24   https://www.liepin.com/company/8822261/          融资未公开  \n",
       " 25  https://www.liepin.com/company/12641515/          融资未公开  \n",
       " 26  https://www.liepin.com/company/12772733/            NaN  \n",
       " 27                                                    融资未公开  \n",
       " 28   https://www.liepin.com/company/8085025/            NaN  \n",
       " 29   https://www.liepin.com/company/8444719/            NaN  \n",
       " 30   https://www.liepin.com/company/9089272/             B轮  \n",
       " 31  https://www.liepin.com/company/13022715/            NaN  \n",
       " 32                                                      NaN  \n",
       " 33   https://www.liepin.com/company/8548268/            NaN  \n",
       " 34  https://www.liepin.com/company/13448103/            NaN  \n",
       " 35   https://www.liepin.com/company/8260589/             C轮  \n",
       " 36                                                    融资未公开  \n",
       " 37   https://www.liepin.com/company/8228617/             其他  \n",
       " 38  https://www.liepin.com/company/13380007/            NaN  \n",
       " 39    https://www.liepin.com/company/738075/             B轮  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 1   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 2   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 3   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 4   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 5   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 6   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 7   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 8   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 9   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 10  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 11  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 12  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 13  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 14  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 15  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 16  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 17  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 18  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 19  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 20  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 21  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 22  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 23  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 24  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 25  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 26  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 27  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 28  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 29  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 30  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 31  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 32  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 33  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 34  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 35  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 36  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 37  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 38  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 39  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobKind\":\"1\",\"imId\":\"99a748e05566c1a1ff86eb5...   \n",
       " 1   {\"jobKind\":\"2\",\"imId\":\"879129b069a43f3766ce886...   \n",
       " 2   {\"jobKind\":\"2\",\"imId\":\"5851d00fcf99d549b4ca134...   \n",
       " 3   {\"jobKind\":\"2\",\"imId\":\"a9eac28539160d7dee7b65a...   \n",
       " 4   {\"jobKind\":\"2\",\"imId\":\"1c2cfe3be666ee482ba40a0...   \n",
       " 5   {\"jobKind\":\"2\",\"imId\":\"3d817124b6535456c113e61...   \n",
       " 6   {\"jobKind\":\"2\",\"imId\":\"8cc168f3fbd63c404036597...   \n",
       " 7   {\"jobKind\":\"2\",\"imId\":\"50ec3618e833127079ae917...   \n",
       " 8   {\"jobKind\":\"2\",\"imId\":\"e9a090923adee1d40452ebc...   \n",
       " 9   {\"jobKind\":\"2\",\"imId\":\"9a26a006f5778b4e14eaea6...   \n",
       " 10  {\"jobKind\":\"2\",\"imId\":\"f437aadd6fddfda734bd6f8...   \n",
       " 11  {\"jobKind\":\"2\",\"imId\":\"9859bd383f4626c6d02b94a...   \n",
       " 12  {\"jobKind\":\"2\",\"imId\":\"b4f851e18a40fde18c7fd21...   \n",
       " 13  {\"jobKind\":\"2\",\"imId\":\"42651a06bf47cf544867239...   \n",
       " 14  {\"jobKind\":\"2\",\"imId\":\"a7c7d13ddec1a011b0b324c...   \n",
       " 15  {\"jobKind\":\"2\",\"imId\":\"284ee4694bddbb502982e99...   \n",
       " 16  {\"jobKind\":\"2\",\"imId\":\"4d7ac6b98a42367898d2351...   \n",
       " 17  {\"jobKind\":\"2\",\"imId\":\"36395ab80eeb7d8353b5107...   \n",
       " 18  {\"jobKind\":\"2\",\"imId\":\"3840dce3959a6400160bef4...   \n",
       " 19  {\"jobKind\":\"2\",\"imId\":\"ba5e9849f095ed599f90a7b...   \n",
       " 20  {\"jobKind\":\"2\",\"imId\":\"96cfe9eb2f46f7b83fdfd48...   \n",
       " 21  {\"jobKind\":\"2\",\"imId\":\"5b1b98207a5082b89f525c4...   \n",
       " 22  {\"jobKind\":\"2\",\"imId\":\"782146b976ec2ac54905a38...   \n",
       " 23  {\"jobKind\":\"2\",\"imId\":\"3b745f8fa4ce98fdad87327...   \n",
       " 24  {\"jobKind\":\"2\",\"imId\":\"f6b897e8d52203511b4fb32...   \n",
       " 25  {\"jobKind\":\"2\",\"imId\":\"c0deba32ff6e04254ebbef0...   \n",
       " 26  {\"jobKind\":\"2\",\"imId\":\"51f41a9496b8d85fcd74bb9...   \n",
       " 27  {\"jobKind\":\"2\",\"imId\":\"b9729a259920c3e56902e49...   \n",
       " 28  {\"jobKind\":\"2\",\"imId\":\"239cadf78045db6432e88f5...   \n",
       " 29  {\"jobKind\":\"2\",\"imId\":\"dd630c570b66925b69f1f13...   \n",
       " 30  {\"jobKind\":\"1\",\"imId\":\"6c13a9b93f7a072701ab80e...   \n",
       " 31  {\"jobKind\":\"2\",\"imId\":\"0b8e4ff732e28ed3937a45d...   \n",
       " 32  {\"jobKind\":\"2\",\"imId\":\"77a8263aa20d596a4d9e733...   \n",
       " 33  {\"jobKind\":\"2\",\"imId\":\"ebd0161e7249c247e37b0b2...   \n",
       " 34  {\"jobKind\":\"2\",\"imId\":\"57fe72fbe712842571de52c...   \n",
       " 35  {\"jobKind\":\"2\",\"imId\":\"7f7a7d8f24f22d2f4f20da7...   \n",
       " 36  {\"jobKind\":\"2\",\"imId\":\"8a006d7b4dda33bf2972004...   \n",
       " 37  {\"jobKind\":\"2\",\"imId\":\"0498886d486472029f90a7b...   \n",
       " 38  {\"jobKind\":\"2\",\"imId\":\"0d72290e2753dbffc5715bb...   \n",
       " 39  {\"jobKind\":\"2\",\"imId\":\"4c3d11b33ff647e4badf610...   \n",
       " \n",
       "                                            job.labels job.jobKind  \\\n",
       " 0                    [智慧城市, SaaS产品, to B, 产品规划, 需求分析]           1   \n",
       " 1                           [供应链产品, 用户研究, 竞品分析, 产品设计]           2   \n",
       " 2                                                  []           2   \n",
       " 3                                                  []           2   \n",
       " 4                           [区块链, Xmind, 产品规划, Axure]           2   \n",
       " 5                                  [商业产品, 数据分析, 团队管理]           2   \n",
       " 6                                                  []           2   \n",
       " 7                                                  []           2   \n",
       " 8   [数据产品, 数据分析, 策略产品, 搜索产品, 推荐产品, AI人工智能产品, 社区/社交...           2   \n",
       " 9                      [平台产品, 竞品分析, 产品优化, 市场调研, 团队管理]           2   \n",
       " 10  [to B, web端产品, 需求分析, 产品设计, 原型设计, Axure, Xmind,...           2   \n",
       " 11               [市场主管, 产品经理, 产品经理培训, 区域推广经理, 药品产品推广]           2   \n",
       " 12                      [保健品, 用户研究, 市场调研, 团队管理, 产品优化]           2   \n",
       " 13  [后台产品, to B, CRM系统, 电子商务, 产品设计, 产品规划, 用户研究, 数据...           2   \n",
       " 14  [SaaS产品, 数据产品, ERP产品, SaaS系统, 产品设计, 用户研究, 产品优化...           2   \n",
       " 15               [产品规划, 需求调研, 画像产品, 需求分析, 用户研究, 市场调研]           2   \n",
       " 16                  [文档管理, 印鉴管理, 人事档案, 培训开发与实施, 秘书经验]           2   \n",
       " 17  [跨境电商, 竞品分析, 需求挖掘, 家电行业, 电子商务, 硬件产品, to C, 产品规...           2   \n",
       " 18                [硬件产品, 策略产品, 硬件系统集成, 电子产品及配件, 产品规划]           2   \n",
       " 19          [策略产品, 电商产品, 化妆品, 电子商务, 产品规划, 产品设计, 用户研究]           2   \n",
       " 20               [工具产品, 美发业务, 用户研究, 需求分析, 产品规划, 团队管理]           2   \n",
       " 21                                                 []           2   \n",
       " 22                                                 []           2   \n",
       " 23                            [axure, 产品设计, erp, 移动端]           2   \n",
       " 24                                                 []           2   \n",
       " 25                                             [服装设计]           2   \n",
       " 26               [数据运营, 业务运营, 产品运营, 数据分析, 策略运营, 平台运营]           2   \n",
       " 27                                       [数据产品, 数据分析]           2   \n",
       " 28                                [电子/半导体/集成电路, 数据分析]           2   \n",
       " 29     [AI人工智能产品, 人工智能, 产品规划, 市场调研, 用户研究, 产品设计, 数据分析]           2   \n",
       " 30                                 [风控产品, 后台产品, 交易产品]           1   \n",
       " 31                                                 []           2   \n",
       " 32      [硬件产品, 供应链产品, 硬件系统集成, 产品规划, 用户研究, 市场调研, 需求挖掘]           2   \n",
       " 33                                                 []           2   \n",
       " 34               [ERP产品, 硬件系统集成, 通讯/网络设备, 团队管理, 智能硬件]           2   \n",
       " 35                                          [Shopify]           2   \n",
       " 36                                                 []           2   \n",
       " 37                                                 []           2   \n",
       " 38               [平面设计, Photoshop, 3DMAX, 海报设计, 展板设计]           2   \n",
       " 39                        [汽车行业, 电子/半导体/集成电路, 贸易/进出口]           2   \n",
       " \n",
       "    job.refreshTime  job.salary  job.dq           job.title job.jobId  \\\n",
       " 0   20230505121632      25-30k      深圳      产品助理经理-智慧城市/工地  45112505   \n",
       " 1   20230329181457    6-8k·13薪      深圳                产品助理  55334923   \n",
       " 2   20230602114704   8-15k·13薪  深圳-南山区       助理产品工程师（通信方向）  54751271   \n",
       " 3   20230504114823        薪资面议  深圳-光明区            国际区域产品专员  58255611   \n",
       " 4   20221205172333       7-12k  深圳-南山区                产品助理  53081905   \n",
       " 5   20230530164004       8-15k  深圳-宝安区             GTM运营专员  50401109   \n",
       " 6   20230222140004        4-6k  深圳-龙岗区             产品专员/助理  32770047   \n",
       " 7   20230309165329    5-6k·13薪  深圳-宝安区                产品助理  51936261   \n",
       " 8   20220507133650       8-12k  深圳-南山区                产品助理  49449707   \n",
       " 9   20230531160243  15-20k·15薪  深圳-宝安区             产品管理工程师  56175481   \n",
       " 10  20220829162317      15-25k  深圳-福田区                产品助理  52230027   \n",
       " 11  20230531110126      15-20k  深圳-南山区              助理产品经理  57778139   \n",
       " 12  20230308100846       9-14k  深圳-龙岗区            产品专员（食品）  54006331   \n",
       " 13  20221129135922      10-15k  深圳-南山区   电商产品助理 (MJ000272)  54640039   \n",
       " 14  20230509142342      10-20k  深圳-南山区       初级产品经理(F2298)  55441637   \n",
       " 15  20230531115956      10-15k  深圳-南山区  产品经理（超声方向）(J10329)  58978427   \n",
       " 16  20230518163019       6-10k  深圳-福田区        产品经理助理（劳务派遣）  58667487   \n",
       " 17  20230523102740  25-30k·14薪  深圳-罗湖区           产品经理（照明类）  57808865   \n",
       " 18  20221209143854      15-25k      深圳   助理产品经理 (MJ000224)  54994993   \n",
       " 19  20230309174748      10-12k      深圳           化妆品产品开发专员  56844495   \n",
       " 20  20220630084718      15-25k  深圳-龙岗区      产品项目助理(J10132)  50391041   \n",
       " 21  20221220102614        6-9k  深圳-宝安区              产品检测助理  55109449   \n",
       " 22  20230316153049        7-9k  深圳-南山区                产品助理  57035575   \n",
       " 23  20210726142809      13-20k      深圳              深圳产品助理  40162611   \n",
       " 24  20220322162929    6-8k·13薪  深圳-龙岗区        亚马逊产品开发助理/双休  48285885   \n",
       " 25  20220825171148   6-10k·13薪      深圳          产品开发中心业务助理  52166053   \n",
       " 26  20211209152312  10-15k·14薪      深圳   产品运营助理 (MJ004344)  45541833   \n",
       " 27  20220811093146      12-16k  深圳-罗湖区             产品专员/助理  46890379   \n",
       " 28  20230524091803       8-13k      深圳                产品助理  58132257   \n",
       " 29  20230425140459      18-30k  深圳-南山区         产品助理-神经义肢产品  58118231   \n",
       " 30  20230601150613  40-70k·13薪      深圳          产品经理（交易风控）  45825855   \n",
       " 31  20230512154529      11-18k  深圳-南山区            产品运营助理经理  58514285   \n",
       " 32  20230324111444      10-15k  深圳-南山区                产品专员  57261883   \n",
       " 33  20190506162459       7-12k      深圳              硬件产品助理  19644919   \n",
       " 34  20220105103234  10-15k·13薪  深圳-南山区                产品专员  46167387   \n",
       " 35  20230210195118        6-7k  深圳-南山区                产品助理  56015437   \n",
       " 36  20230601112655    6-8k·13薪  深圳-龙岗区                产品助理  53116197   \n",
       " 37  20230518102131   8-10k·13薪  深圳-宝安区              日语项目助理  46006829   \n",
       " 38  20230506104730        4-7k  深圳-福田区       产品美工 产品美术设计助理  50831471   \n",
       " 39  20230511101924       9-18k  深圳-南山区                产品企划  58465611   \n",
       " \n",
       "     job.topJob  ...          recruiter.recruiterPhoto  comp.compScale  \\\n",
       " 0        False  ...   5f991112930a7616c5eb7d7808u.png        100-499人   \n",
       " 1        False  ...   5f8f9863f6d1ab58476f246a08u.jpg           1-49人   \n",
       " 2        False  ...   5f8f9863f6d1ab58476f246a08u.jpg        100-499人   \n",
       " 3        False  ...   5f8f9865ea60860b75384fa508u.jpg      1000-2000人   \n",
       " 4        False  ...   5f8f9865ea60860b75384fa508u.jpg          50-99人   \n",
       " 5        False  ...   5f8f98698dbe6273dcf8516008u.jpg      1000-2000人   \n",
       " 6        False  ...   5ca47b74509919fa0ea15bc905u.png           1-49人   \n",
       " 7        False  ...   5f8f986779c7cc70efbf36c008u.jpg      2000-5000人   \n",
       " 8        False  ...   62564c798c74e57d84e949bd04u.png          50-99人   \n",
       " 9        False  ...  63d8ac2cb62187335365bede08u.jpeg      1000-2000人   \n",
       " 10       False  ...   5f8f9868f6d1ab58476f24a008u.jpg      2000-5000人   \n",
       " 11       False  ...   5f8f986779c7cc70efbf36c008u.jpg        10000人以上   \n",
       " 12       False  ...   5f8f9866dfb13a7dee342f1808u.jpg          50-99人   \n",
       " 13       False  ...   5f8f9865ea60860b75384fa508u.jpg        500-999人   \n",
       " 14       False  ...   5f8f98648dbe6273dcf8515508u.jpg          50-99人   \n",
       " 15       False  ...   61395c257069c309bfce5b9b03u.png        100-499人   \n",
       " 16       False  ...   5f8f986aea60860b75384fab08u.jpg     5000-10000人   \n",
       " 17       False  ...   625767bc4a223b009c6c870803u.png        100-499人   \n",
       " 18       False  ...   5f8f9865ea60860b75384fa508u.jpg        100-499人   \n",
       " 19       False  ...   5f8f98648dbe6273dcf8515508u.jpg           1-49人   \n",
       " 20       False  ...   5f8f986aea60860b75384fab08u.jpg      1000-2000人   \n",
       " 21       False  ...   5f8f9865ea60860b75384fa508u.jpg        100-499人   \n",
       " 22       False  ...   5f8f9865ea60860b75384fa508u.jpg          50-99人   \n",
       " 23       False  ...   600ab0c1fa5a252b5f79ac2804u.png        10000人以上   \n",
       " 24       False  ...   5f8f9866dfb13a7dee342f1808u.jpg        100-499人   \n",
       " 25       False  ...   5f8f9866dfb13a7dee342f1808u.jpg      2000-5000人   \n",
       " 26       False  ...   5f8f9865ea60860b75384fa508u.jpg      2000-5000人   \n",
       " 27       False  ...   5f8f9863f6d1ab58476f246a08u.jpg        500-999人   \n",
       " 28       False  ...   5f8f98648dbe6273dcf8515508u.jpg          50-99人   \n",
       " 29       False  ...   5d245d37dde7f0565c0dfbc906u.png        100-499人   \n",
       " 30       False  ...   642a6f9ac22e344b341e300801u.png        500-999人   \n",
       " 31       False  ...   613cb7e146bf875f37df2fe806u.png      2000-5000人   \n",
       " 32       False  ...   5f8f9868f6d1ab58476f24a008u.jpg        100-499人   \n",
       " 33       False  ...   5f8f98648dbe6273dcf8515508u.jpg          50-99人   \n",
       " 34       False  ...   5f8f986aea60860b75384fab08u.jpg          50-99人   \n",
       " 35       False  ...   5f8f986bdfb13a7dee342f2108u.jpg      1000-2000人   \n",
       " 36       False  ...   5f8f9863f6d1ab58476f246a08u.jpg        100-499人   \n",
       " 37       False  ...   5f8f98648dbe6273dcf8515508u.jpg           1-49人   \n",
       " 38       False  ...   5f8f9865ea60860b75384fa508u.jpg        100-499人   \n",
       " 39       False  ...   5f8f9863f6d1ab58476f246a08u.jpg                   \n",
       " \n",
       "              comp.compName comp.compStage                    comp.compLogo  \\\n",
       " 0                 某计算机软件公司           战略融资  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 1                     上善设计          融资未公开  61b07937d0458d53c627567e02u.jpg   \n",
       " 2             富泰科技(香港)有限公司            NaN  5bfffae674719da073f0fa1c03u.png   \n",
       " 3                     帝迈生物            天使轮  60b6e40a3cd88916c9da5b0d08u.png   \n",
       " 4            深圳市引力波云计算有限公司            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 5                      安吉尔            NaN  57b263eb45ce957149441a4305a.jpg   \n",
       " 6           深圳市迈乐收网络科技有限公司          融资未公开  61b07937d0458d53c627567e02u.jpg   \n",
       " 7           深圳市卓尔悦电子科技有限公司            NaN  60d05ee91689f504cbdd8f3507u.png   \n",
       " 8   华创国潮(广东)数字文创生态产业集团有限公司            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 9                  首航新能源股份             其他  642e3bbc999ba16a7448d32c01u.png   \n",
       " 10            云基智慧工程股份有限公司            NaN  62f3478fe1c60d14513ac2a601u.png   \n",
       " 11            丽珠医药集团股份有限公司           港股上市  5fbe1f82f5018765c03d929e01u.png   \n",
       " 12                    德因科技          融资未公开  5c4138c75099199d0883755f04u.jpg   \n",
       " 13           深圳市未来工场科技有限公司             B轮  63be1371bf430b1205bd851e05u.png   \n",
       " 14              深圳钛铂数据有限公司            NaN  628454e87398a9091c47412c08u.png   \n",
       " 15                    华声医疗            天使轮  5f728adb79c7cc70efb3978108u.png   \n",
       " 16                    安信证券           战略投资  5bfe8f2c74719d35745a631803a.png   \n",
       " 17            郑州迪云网络科技有限公司             其他  644239e0edae7a152554329502u.png   \n",
       " 18             深圳市宗匠科技有限公司             C轮  6221881f2a9c1049a9a3e66104u.png   \n",
       " 19            深圳市顺美化妆品有限公司          融资未公开  61b07937d0458d53c627567e02u.jpg   \n",
       " 20          舒达家居用品(深圳)有限公司            NaN  62134f722d9e311f5012398f08u.png   \n",
       " 21        深圳市有点料国际软件技术有限公司            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 22            深圳市汇芯微电子有限公司            NaN  63f4970e3ee568020853bf4708u.png   \n",
       " 23                    法本信息            已上市  5d8c1e41d0e79f08cf11c72e04u.jpg   \n",
       " 24                    亚声威格            NaN  5bfea05874719d2aa34bf23303a.png   \n",
       " 25                Annil安奈儿         沪深A股上市  5bfe9ed774719d2aa34ba73f03a.png   \n",
       " 26           深圳市万睿智能科技有限公司          融资未公开  5536f56da31007b7d7f6d53c01a.png   \n",
       " 27                    睿服科技          融资未公开  619f4e8f1aa74f23de480ad305u.png   \n",
       " 28             深圳市富悦电子有限公司          融资未公开  61b07937d0458d53c627567e02u.jpg   \n",
       " 29              浙江强脑科技有限公司            NaN  628c84b65e9a2672ca3aaa9604u.png   \n",
       " 30             某深圳科技金融上市公司            已上市  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 31           商汤科技SenseTime           港股上市  5bfea48b74719d2aa34cbe8303a.png   \n",
       " 32           乐森机器人(北京)有限公司             B轮  60ab110e4005a2070875ef1a01u.png   \n",
       " 33             深圳市卡荟科技有限公司          融资未公开  61b07937d0458d53c627567e02u.jpg   \n",
       " 34           深圳市科楠科技开发有限公司            NaN  5df08f7f276e4871f41f688805u.jpg   \n",
       " 35                    韶音科技            NaN  61db992f430a683875b4bbf506u.png   \n",
       " 36            深圳市达和源实业有限公司            NaN  620b20119f934a72ec74484a02u.png   \n",
       " 37          深圳市大世界信息技术有限公司            NaN  6077d5097fb33851348906bc03u.png   \n",
       " 38              深圳合梦科技有限公司          融资未公开  61b07937d0458d53c627567e02u.jpg   \n",
       " 39          精电(河源)显示技术有限公司          融资未公开  54d1ea8c712e7147fd81fdda02c.jpg   \n",
       " \n",
       "                                    comp.link comp.compIndustry  \\\n",
       " 0                                                        计算机软件   \n",
       " 1    https://www.liepin.com/company/7964463/            专业技术服务   \n",
       " 2    https://www.liepin.com/company/9514337/       电子/半导体/集成电路   \n",
       " 3    https://www.liepin.com/company/4873513/              医疗器械   \n",
       " 4   https://www.liepin.com/company/12934581/               互联网   \n",
       " 5    https://www.liepin.com/company/7859545/             家具/家居   \n",
       " 6   https://www.liepin.com/company/10010745/             计算机软件   \n",
       " 7    https://www.liepin.com/company/9519523/       电子/半导体/集成电路   \n",
       " 8   https://www.liepin.com/company/13187867/             计算机软件   \n",
       " 9    https://www.liepin.com/company/7858768/               新能源   \n",
       " 10   https://www.liepin.com/company/8040040/          货运/物流/仓储   \n",
       " 11   https://www.liepin.com/company/8671198/                制药   \n",
       " 12   https://www.liepin.com/company/9793769/               互联网   \n",
       " 13   https://www.liepin.com/company/9402448/               互联网   \n",
       " 14  https://www.liepin.com/company/13194531/           云计算/大数据   \n",
       " 15   https://www.liepin.com/company/9825101/              医疗器械   \n",
       " 16   https://www.liepin.com/company/8135788/          基金/证券/期货   \n",
       " 17  https://www.liepin.com/company/12775557/            贸易/进出口   \n",
       " 18   https://www.liepin.com/company/8705768/              智能硬件   \n",
       " 19  https://www.liepin.com/company/10146871/               互联网   \n",
       " 20    https://www.liepin.com/company/859931/             批发/零售   \n",
       " 21  https://www.liepin.com/company/13380007/               新能源   \n",
       " 22   https://www.liepin.com/company/8444719/       电子/半导体/集成电路   \n",
       " 23   https://www.liepin.com/company/7604446/              IT服务   \n",
       " 24   https://www.liepin.com/company/1035869/            贸易/进出口   \n",
       " 25   https://www.liepin.com/company/8968124/          服装/纺织/皮革   \n",
       " 26   https://www.liepin.com/company/9830759/           生活服务O2O   \n",
       " 27   https://www.liepin.com/company/9723446/              IT服务   \n",
       " 28  https://www.liepin.com/company/13504483/       电子/半导体/集成电路   \n",
       " 29   https://www.liepin.com/company/9092230/              人工智能   \n",
       " 30                                                        科技金融   \n",
       " 31   https://www.liepin.com/company/8349238/             计算机软件   \n",
       " 32  https://www.liepin.com/company/12718425/              智能硬件   \n",
       " 33   https://www.liepin.com/company/8641429/               互联网   \n",
       " 34  https://www.liepin.com/company/10252069/              通信设备   \n",
       " 35    https://www.liepin.com/company/251296/             其他制造业   \n",
       " 36  https://www.liepin.com/company/13104987/             批发/零售   \n",
       " 37   https://www.liepin.com/company/9878113/              其他行业   \n",
       " 38  https://www.liepin.com/company/13257149/            专业技术服务   \n",
       " 39   https://www.liepin.com/company/8268810/             机械/设备   \n",
       " \n",
       "    job.pcOuterLink job.h5OuterLink comp.compId  \n",
       " 0              NaN             NaN         NaN  \n",
       " 1                                    7964463.0  \n",
       " 2                                    9514337.0  \n",
       " 3                                    4873513.0  \n",
       " 4                                   12934581.0  \n",
       " 5                                    7859545.0  \n",
       " 6                                   10010745.0  \n",
       " 7                                    9519523.0  \n",
       " 8                                   13187867.0  \n",
       " 9                                    7858768.0  \n",
       " 10                                   8040040.0  \n",
       " 11                                   8671198.0  \n",
       " 12                                   9793769.0  \n",
       " 13                                   9402448.0  \n",
       " 14                                  13194531.0  \n",
       " 15                                   9825101.0  \n",
       " 16                                   8135788.0  \n",
       " 17                                  12775557.0  \n",
       " 18                                   8705768.0  \n",
       " 19                                  10146871.0  \n",
       " 20                                    859931.0  \n",
       " 21                                  13380007.0  \n",
       " 22                                   8444719.0  \n",
       " 23                                   7604446.0  \n",
       " 24                                   1035869.0  \n",
       " 25                                   8968124.0  \n",
       " 26                                   9830759.0  \n",
       " 27                                   9723446.0  \n",
       " 28                                  13504483.0  \n",
       " 29                                   9092230.0  \n",
       " 30             NaN             NaN         NaN  \n",
       " 31                                   8349238.0  \n",
       " 32                                  12718425.0  \n",
       " 33                                   8641429.0  \n",
       " 34                                  10252069.0  \n",
       " 35                                    251296.0  \n",
       " 36                                  13104987.0  \n",
       " 37                                   9878113.0  \n",
       " 38                                  13257149.0  \n",
       " 39                                   8268810.0  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"imId\":\"4df6c09c1cfa3f889941166e65ebdb6f\",\"im...   \n",
       " 1   {\"imId\":\"88b74acccf58539466eeece80d41bfcb\",\"im...   \n",
       " 2   {\"imId\":\"ad3c98a4b5050f4bbefa578784e31c32\",\"im...   \n",
       " 3   {\"imId\":\"c8e01136895e9e718929711dbddfb0c2\",\"im...   \n",
       " 4   {\"imId\":\"098f10349d6a8afb576c9077e768cf3d\",\"im...   \n",
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       " 6   {\"imId\":\"040334293ec7a464eb75d3f48ca9a0eb\",\"im...   \n",
       " 7   {\"imId\":\"86662123796edec84ebbef01db417cf0\",\"im...   \n",
       " 8   {\"imId\":\"281c870c9624a4f6063dfc1b00f6daab\",\"im...   \n",
       " 9   {\"imId\":\"372471fed3d718cb9f90a7bcfdb96d0e\",\"im...   \n",
       " 10  {\"imId\":\"2316b867ba5424b51681c420ebdc29ac\",\"im...   \n",
       " 11  {\"imId\":\"692e2a352890c7f5fb8879f236822d2d\",\"im...   \n",
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       " 13  {\"imId\":\"c76def89a5418fdea5be1174c03e48f0\",\"im...   \n",
       " 14  {\"imId\":\"d9daff07e84dec7d8929711dbddfb0c2\",\"im...   \n",
       " 15  {\"imId\":\"fe3ebc9ea675aeaf8d1ff84e0a6c6898\",\"im...   \n",
       " 16  {\"imId\":\"1ea9cc774182ed564d9522e0639a3350\",\"im...   \n",
       " 17  {\"imId\":\"a7bad1581248df0f845dc9ef4553eecd\",\"im...   \n",
       " 18  {\"imId\":\"9187bbe7fff0e372e4ebb60240f6ac35\",\"im...   \n",
       " 19  {\"imId\":\"064fb8c7fe70d0f69f90a7bcfdb96d0e\",\"im...   \n",
       " 20  {\"imId\":\"7da7e2f3a51a7a2de0240aae296ee23c\",\"im...   \n",
       " 21  {\"imId\":\"fef50fbabaca3cc8be3900059d28d9fd\",\"im...   \n",
       " 22  {\"imId\":\"cfe780418723c93d626cd406b14d2b76\",\"im...   \n",
       " 23  {\"imId\":\"61af6a7fe714f06c99c5c4fb06d115ec\",\"im...   \n",
       " 24  {\"imId\":\"df83835b256fb2c42980490a0cdf2257\",\"im...   \n",
       " 25  {\"imId\":\"bcf3405e1d42aee439e48140c0193d97\",\"im...   \n",
       " 26  {\"imId\":\"77466db27b6c6bdd937a45d7910778f0\",\"im...   \n",
       " 27  {\"imId\":\"b9729a259920c3e56902e49d7f82f4f2\",\"im...   \n",
       " 28  {\"imId\":\"23d4ac4feb2f8050f613adff368c4fcc\",\"im...   \n",
       " 29  {\"imId\":\"5a31b5f837ab404364d60f7256455132\",\"im...   \n",
       " 30  {\"imId\":\"a94c4dfed8dcaba1c840dbff03641b29\",\"im...   \n",
       " 31  {\"imId\":\"7a5e1a08db2bb3435d887c62117912b0\",\"im...   \n",
       " 32  {\"imId\":\"2283988429255300c94f4d0c9b7b96ae\",\"im...   \n",
       " 33  {\"imId\":\"72f32413bfad3c12337193710fe42056\",\"im...   \n",
       " 34  {\"imId\":\"2ce8951fb4e8b99b535fdf4c3133a040\",\"im...   \n",
       " 35  {\"imId\":\"57634978be39b196383f3da79799f0a9\",\"im...   \n",
       " 36  {\"imId\":\"021e561dadca84f7e37b0b202b2adc1c\",\"im...   \n",
       " 37  {\"imId\":\"1ea9cc774182ed564d9522e0639a3350\",\"im...   \n",
       " 38  {\"imId\":\"d99585156c51199d062c1b1ee9c7454d\",\"im...   \n",
       " 39  {\"imId\":\"ab87b10029b727748312a2c9d2edf53f\",\"im...   \n",
       " \n",
       "                                              dataInfo  comp.compId  \\\n",
       " 0   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   12145813.0   \n",
       " 1   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...    8924943.0   \n",
       " 2   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...    8625996.0   \n",
       " 3   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...    8886601.0   \n",
       " 4   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...          NaN   \n",
       " 5   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   12900173.0   \n",
       " 6   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   13321501.0   \n",
       " 7   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   13542155.0   \n",
       " 8   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...    5005891.0   \n",
       " 9   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   12670445.0   \n",
       " 10  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...    9495673.0   \n",
       " 11  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...          NaN   \n",
       " 12  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...    8293179.0   \n",
       " 13  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   12739321.0   \n",
       " 14  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...    9382282.0   \n",
       " 15  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...    8092060.0   \n",
       " 16  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...    8896237.0   \n",
       " 17  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...    9097273.0   \n",
       " 18  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   13175023.0   \n",
       " 19  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...    9673328.0   \n",
       " 20  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   12156957.0   \n",
       " 21  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   12336557.0   \n",
       " 22  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...    9518867.0   \n",
       " 23  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...          NaN   \n",
       " 24  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...    8011066.0   \n",
       " 25  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...          NaN   \n",
       " 26  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...          NaN   \n",
       " 27  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...    9723446.0   \n",
       " 28  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...    8116218.0   \n",
       " 29  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...    9687269.0   \n",
       " 30  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   13077179.0   \n",
       " 31  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...    1790705.0   \n",
       " 32  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...    8454215.0   \n",
       " 33  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...     182360.0   \n",
       " 34  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...    1026344.0   \n",
       " 35  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   13484253.0   \n",
       " 36  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   12176661.0   \n",
       " 37  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...    8896237.0   \n",
       " 38  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   12429485.0   \n",
       " 39  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...    9848125.0   \n",
       " \n",
       "          comp.compName                    comp.compLogo comp.compScale  \\\n",
       " 0       深圳市锐尔觅移动通信有限公司  62834df8c4c8970f44e1c4ff03u.png     2000-5000人   \n",
       " 1       晋声(上海)电子科技有限公司  5bfe9c2f74719df0ac9a29c203a.png       100-499人   \n",
       " 2          深圳长晶半导体有限公司  6267c1f629c93d6897816d2d08u.png       100-499人   \n",
       " 3                 诺博医疗  61ca751ac3437b2b045e05b708u.png       100-499人   \n",
       " 4            某深圳电子商务公司  60e2fe0bf3df194a3c48adb502u.png       100-499人   \n",
       " 5        深圳中消云智慧安全有限公司  61b07937d0458d53c627567e02u.jpg          1-49人   \n",
       " 6         企牛控股(深圳)有限公司  61b07937d0458d53c627567e02u.jpg       100-499人   \n",
       " 7          深圳市藤越科技有限公司  61b07937d0458d53c627567e02u.jpg         50-99人   \n",
       " 8           力同科技股份有限公司  63bfd8cd9265227e14d61f8a04u.png       100-499人   \n",
       " 9          深圳市壹方科技有限公司  61b07937d0458d53c627567e02u.jpg          1-49人   \n",
       " 10       唐果云科技(深圳)有限公司  61b07937d0458d53c627567e02u.jpg         50-99人   \n",
       " 11     某深圳基金/证券/期货上市公司  60e2fe0bf3df194a3c48adb502u.png     1000-2000人   \n",
       " 12         深圳市灵珞车品有限公司  5f228d0513bca4465f1ef2f003u.png       100-499人   \n",
       " 13        深圳极客思维科技有限公司  61b07937d0458d53c627567e02u.jpg          1-49人   \n",
       " 14      瑞银企业管理(中国)有限公司  5bfe9a1d74719df0ac99c45b03a.png       100-499人   \n",
       " 15          亿达信息技术有限公司  5bfe969f74719df0ac990fee03a.png     2000-5000人   \n",
       " 16        深圳市昂威安科技有限公司  62ac1e4be57a576c7e20e75004u.png         50-99人   \n",
       " 17                致欧科技  625fdd1ba0079c21ee093f5003u.png     1000-2000人   \n",
       " 18         钉钉核心人事云演示组织  61b07937d0458d53c627567e02u.jpg                  \n",
       " 19         深圳市宏派电子有限公司  61b07937d0458d53c627567e02u.jpg          1-49人   \n",
       " 20     深圳市亿联无限科技股份有限公司  64337155195ba92a7efa08de08u.png       100-499人   \n",
       " 21                高美食品  5f334ca413bca4465f2d1f7304u.jpg       10000人以上   \n",
       " 22        广东润杨通信服务有限公司  5eb65a34f25402045741467606u.png       10000人以上   \n",
       " 23            某深圳互联网公司  60e2fe0bf3df194a3c48adb502u.png       100-499人   \n",
       " 24                 海能达  5bfe90cb74719d35745ab4aa03a.png    5000-10000人   \n",
       " 25          某西安互联网上市公司  60e2fe0bf3df194a3c48adb502u.png       500-999人   \n",
       " 26           某国内制药上市公司  60e2fe0bf3df194a3c48adb502u.png       10000人以上   \n",
       " 27                睿服科技  619f4e8f1aa74f23de480ad305u.png       500-999人   \n",
       " 28                道通科技  63d73bb08a431710214d1f5a04u.png     2000-5000人   \n",
       " 29       深圳市齐奥通信技术有限公司  600f8787fb30b80986ba300a08u.png       100-499人   \n",
       " 30    故复产融(深圳)管理咨询有限公司  61b07937d0458d53c627567e02u.jpg       100-499人   \n",
       " 31        Michael Page  5c4970d4509919607f6b701f06u.png    5000-10000人   \n",
       " 32      深圳市瑞凡微电子科技有限公司  640ed336f219ba139426570401u.png       100-499人   \n",
       " 33        深圳市开博尔科技有限公司  599f8ba370325ec22ee4655905a.jpg         50-99人   \n",
       " 34          联通数字科技有限公司  60c855fdd64536075db19b3602u.png     2000-5000人   \n",
       " 35         深圳市星霞科技有限公司  61b07937d0458d53c627567e02u.jpg          1-49人   \n",
       " 36         深圳市法本电子有限公司  62844e88e982830f0505778a03u.png       100-499人   \n",
       " 37        深圳市昂威安科技有限公司  62ac1e4be57a576c7e20e75004u.png         50-99人   \n",
       " 38         深圳市予信科技有限公司  5f8519ceea60860b75330f6208u.jpg         50-99人   \n",
       " 39  深圳市新产业生物医学工程股份有限公司  5c666954261c45f22d52ea6306u.jpg     1000-2000人   \n",
       " \n",
       "    comp.compIndustry                                 comp.link  \\\n",
       " 0               通信设备  https://www.liepin.com/company/12145813/   \n",
       " 1        电子/半导体/集成电路   https://www.liepin.com/company/8924943/   \n",
       " 2        电子/半导体/集成电路   https://www.liepin.com/company/8625996/   \n",
       " 3               医疗器械   https://www.liepin.com/company/8886601/   \n",
       " 4               电子商务                                             \n",
       " 5               通信设备  https://www.liepin.com/company/12900173/   \n",
       " 6               电子商务  https://www.liepin.com/company/13321501/   \n",
       " 7           服装/纺织/皮革  https://www.liepin.com/company/13542155/   \n",
       " 8               通信设备   https://www.liepin.com/company/5005891/   \n",
       " 9             贸易/进出口  https://www.liepin.com/company/12670445/   \n",
       " 10               互联网   https://www.liepin.com/company/9495673/   \n",
       " 11          基金/证券/期货                                             \n",
       " 12              其他行业   https://www.liepin.com/company/8293179/   \n",
       " 13            贸易/进出口  https://www.liepin.com/company/12739321/   \n",
       " 14                银行   https://www.liepin.com/company/9382282/   \n",
       " 15             计算机软件   https://www.liepin.com/company/8092060/   \n",
       " 16            贸易/进出口   https://www.liepin.com/company/8896237/   \n",
       " 17              电子商务   https://www.liepin.com/company/9097273/   \n",
       " 18               NaN  https://www.liepin.com/company/13175023/   \n",
       " 19       电子/半导体/集成电路   https://www.liepin.com/company/9673328/   \n",
       " 20              通信设备  https://www.liepin.com/company/12156957/   \n",
       " 21             批发/零售  https://www.liepin.com/company/12336557/   \n",
       " 22               互联网   https://www.liepin.com/company/9518867/   \n",
       " 23               互联网                                             \n",
       " 24              通信设备   https://www.liepin.com/company/8011066/   \n",
       " 25               互联网                                             \n",
       " 26                制药                                             \n",
       " 27              IT服务   https://www.liepin.com/company/9723446/   \n",
       " 28                汽车   https://www.liepin.com/company/8116218/   \n",
       " 29             计算机硬件   https://www.liepin.com/company/9687269/   \n",
       " 30            专业技术服务  https://www.liepin.com/company/13077179/   \n",
       " 31            人力资源服务   https://www.liepin.com/company/1790705/   \n",
       " 32       电子/半导体/集成电路   https://www.liepin.com/company/8454215/   \n",
       " 33               互联网    https://www.liepin.com/company/182360/   \n",
       " 34             计算机软件   https://www.liepin.com/company/1026344/   \n",
       " 35              电子商务  https://www.liepin.com/company/13484253/   \n",
       " 36       电子/半导体/集成电路  https://www.liepin.com/company/12176661/   \n",
       " 37            贸易/进出口   https://www.liepin.com/company/8896237/   \n",
       " 38             计算机软件  https://www.liepin.com/company/12429485/   \n",
       " 39              医疗器械   https://www.liepin.com/company/9848125/   \n",
       " \n",
       "                                            job.labels job.refreshTime  ...  \\\n",
       " 0                                                  []  20200221150501  ...   \n",
       " 1                                              [团队管理]  20201224190248  ...   \n",
       " 2                                 [项目管理, 产品助理, 半导体产品]  20230601090021  ...   \n",
       " 3                                         [ppt, 沟通技巧]  20230318144716  ...   \n",
       " 4                                       [供应链产品, 市场调研]  20230308170852  ...   \n",
       " 5                                                  []  20210823153821  ...   \n",
       " 6                                 [亚马逊精品, 品牌项目, 宠物类目]  20230425114121  ...   \n",
       " 7                                                  []  20230602102727  ...   \n",
       " 8                           [电子/半导体/集成电路, 团队管理, 产品规划]  20210407101725  ...   \n",
       " 9                [eBay平台, eBay产品开发, eBay运营, 跨境电商产品开发]  20230601102902  ...   \n",
       " 10                                                 []  20230522105338  ...   \n",
       " 11            [票据业务, 金融产品, 供应链产品, SaaS产品, 后台产品, 中台产品]  20230601101035  ...   \n",
       " 12                                       [用户研究, 产品规划]  20230530173006  ...   \n",
       " 13                   [电商产品, 平台产品, 电子商务, 跨境电商, 贸易/进出口]  20220507173646  ...   \n",
       " 14                                                 []  20230530085135  ...   \n",
       " 15            [IT互联网, 计算机软件, 用户研究, 移动端产品, 需求分析, 数据分析]  20221117105741  ...   \n",
       " 16                           [跨境电商, 产品规划, 电商产品, 产品助理]  20230321153502  ...   \n",
       " 17                                                 []  20230329105922  ...   \n",
       " 18                                             [产品设计]  20230228150556  ...   \n",
       " 19                                             [功能产品]  20210507175211  ...   \n",
       " 20            [竞品分析, 智能硬件, to B, 产品规划, 需求分析, 通讯/网络设备]  20230522115339  ...   \n",
       " 21                                             [用户研究]  20200908093557  ...   \n",
       " 22     [用户运营, 活动运营, 数据分析, 内容运营, 渠道运营, 金融业, IT/互联网/软件]  20230201112600  ...   \n",
       " 23  [工具产品, 电商产品, 跨境电商, to B, 电子商务, to G, 产品设计, 产品规...  20230426170256  ...   \n",
       " 24                                              [BOM]  20230105111540  ...   \n",
       " 25  [数据产品, 海外产品, 海外/跨境业务, 产品设计, 用户研究, 数据挖掘, 移动端产品,...  20230526151937  ...   \n",
       " 26                                                 []  20230531134606  ...   \n",
       " 27                           [Visio, SQL, 需求分析, 原型设计]  20220811093146  ...   \n",
       " 28                                             [用户研究]  20230325140250  ...   \n",
       " 29         [硬件产品, 智能硬件, to B, 需求分析, 竞品分析, 市场调研, 数据分析]  20230516112947  ...   \n",
       " 30                                       [硬件产品, 智能硬件]  20221229095257  ...   \n",
       " 31  [供应链产品, 平台产品, AI人工智能产品, to B, 人工智能, 产品设计, 产品规划...  20230201142651  ...   \n",
       " 32                 [定价/竞价产品, 电子/半导体/集成电路, to C, 团队管理]  20230601093605  ...   \n",
       " 33                                                 []  20230504180834  ...   \n",
       " 34  [策略产品, 云计算, to B, 产品设计, 产品规划, 产品优化, 竞品分析, 交互设计...  20220425143640  ...   \n",
       " 35                                 [产品优化, 产品规划, 数据分析]  20230516152014  ...   \n",
       " 36                                                 []  20230201165914  ...   \n",
       " 37  [策略产品, 支付产品, 电商产品, 保险行业, 跨境电商, 支付行业, 房地产行业, 电子...  20230321153502  ...   \n",
       " 38                                             [To B]  20211221091934  ...   \n",
       " 39                                             [医疗行业]  20221221091610  ...   \n",
       " \n",
       "    job.requireWorkYears                                     job.dataPromId  \\\n",
       " 0                  3-5年  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 1                  1-3年  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 2                  1-3年  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 3                  1-3年  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 4                  3-5年  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 5                  1-3年  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 6                  3-5年  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 7                  经验不限  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 8                  3-5年  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 9                  1-3年  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 10                 经验不限  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 11                 3-5年  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 12                 1-3年  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 13                 经验不限  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 14                 3-5年  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 15                 1-3年  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 16                 1-3年  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 17                 3-5年  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 18                 经验不限  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 19                 3-5年  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 20                 1-3年  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 21                 3-5年  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 22                 1-3年  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 23                 3-5年  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 24                5-10年  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 25                 3-5年  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 26                 3-5年  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 27                 3-5年  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 28                 1-3年  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 29                 3-5年  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 30                 经验不限  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 31                 3-5年  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 32                5-10年  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 33                 1-3年  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 34                 3-5年  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 35                 经验不限  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 36                 1-3年  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 37                 1-3年  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 38                 1-3年  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 39                 经验不限  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " \n",
       "                recruiter.recruiterId recruiter.chatted  \\\n",
       " 0   5251ade400d960caf68ebc423becc21c             False   \n",
       " 1   d0bab8b3124372b06e666fcba43b150a             False   \n",
       " 2   ea721b7356b110dcdbeb22dcd33e5e25             False   \n",
       " 3   41c7ac84d6c2d157f65a252b0ffc99e2             False   \n",
       " 4   84d6cea9915013338609756581d890a0             False   \n",
       " 5   78e1fcb8088b49b0541e77df3e235f9d             False   \n",
       " 6   01acf5bf6cd4654f7f08b402d4f0756d             False   \n",
       " 7   b65af36aa15fe60adcce06f3d2cc9c50             False   \n",
       " 8   9201bace0f7bcdbe2a2b6f2046e49f71             False   \n",
       " 9   86f4f0f3177316b4cfeff1ae9666bf79             False   \n",
       " 10  629fa5336c87bdca661398071afde067             False   \n",
       " 11  86d850ce3c6a11d6efc7aa6b815ecdf2             False   \n",
       " 12  b3039a78497ed8e5c9d484f3af3c70a8             False   \n",
       " 13  060338ef9ce39ceded6deb03112adf12             False   \n",
       " 14  f0ee948ae5c5e491470b72d68035e3ab             False   \n",
       " 15  8b830d8ae6201c5384c3ec9985f70200             False   \n",
       " 16  aab15dad8112f8be3a6373820b2713a9             False   \n",
       " 17  525140fb8bc41aa67b2580ce95189cae             False   \n",
       " 18  d2a8af36de9209b5573f80c87bd769a5             False   \n",
       " 19  fd511422a4be0474fc4cea9013020436             False   \n",
       " 20  9bd0acad15a7954ea1d16e493db470e3             False   \n",
       " 21  587db3174974ccf36071a312890b26cc             False   \n",
       " 22  7db7e3b70edeb8a37005820ac6bec05a             False   \n",
       " 23  702274dfe48c48a86c5d3607c82c216b             False   \n",
       " 24  d58bce135305217c57204d2710fd55f0             False   \n",
       " 25  d7a2eb146faa7bbac46494fb9ea52b12             False   \n",
       " 26  e5b67396710c4b7b33eccb383bdca7fe             False   \n",
       " 27  e06b7b611df8209937c5a698cb25a5b7             False   \n",
       " 28  99b80886e8715d656c8dd8fc939d811f             False   \n",
       " 29  102dda397c954d647480c444341b472b             False   \n",
       " 30  efe9bda2925de97eb6b97a144266e45c             False   \n",
       " 31  39b928a2cc4326b0df5628a40a954f20             False   \n",
       " 32  008a616a8537398064999632f9abc567             False   \n",
       " 33  9b0a26753c2b7f3cdf0b52d01b527013             False   \n",
       " 34  abe4daabe721572eca9ae6685e09cde4             False   \n",
       " 35  dcced7f77604af5798f0d3034dd61c5c             False   \n",
       " 36  7212430af042232356e77f91bcc23564             False   \n",
       " 37  aab15dad8112f8be3a6373820b2713a9             False   \n",
       " 38  671711dda03d8910626e540bfe4c637e             False   \n",
       " 39  d08d3202dfcce957b7a4eb710261e58a             False   \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   4df6c09c1cfa3f889941166e65ebdb6f                    2   \n",
       " 1   88b74acccf58539466eeece80d41bfcb                    2   \n",
       " 2   ad3c98a4b5050f4bbefa578784e31c32                    2   \n",
       " 3   c8e01136895e9e718929711dbddfb0c2                    2   \n",
       " 4   098f10349d6a8afb576c9077e768cf3d                    2   \n",
       " 5   e277c125e1065b00e0d71104ecc2e595                    2   \n",
       " 6   040334293ec7a464eb75d3f48ca9a0eb                    2   \n",
       " 7   86662123796edec84ebbef01db417cf0                    2   \n",
       " 8   281c870c9624a4f6063dfc1b00f6daab                    2   \n",
       " 9   372471fed3d718cb9f90a7bcfdb96d0e                    2   \n",
       " 10  2316b867ba5424b51681c420ebdc29ac                    2   \n",
       " 11  692e2a352890c7f5fb8879f236822d2d                    2   \n",
       " 12  b0373a08665bc401c051c4e7ef49e137                    2   \n",
       " 13  c76def89a5418fdea5be1174c03e48f0                    2   \n",
       " 14  d9daff07e84dec7d8929711dbddfb0c2                    2   \n",
       " 15  fe3ebc9ea675aeaf8d1ff84e0a6c6898                    2   \n",
       " 16  1ea9cc774182ed564d9522e0639a3350                    2   \n",
       " 17  a7bad1581248df0f845dc9ef4553eecd                    2   \n",
       " 18  9187bbe7fff0e372e4ebb60240f6ac35                    2   \n",
       " 19  064fb8c7fe70d0f69f90a7bcfdb96d0e                    2   \n",
       " 20  7da7e2f3a51a7a2de0240aae296ee23c                    2   \n",
       " 21  fef50fbabaca3cc8be3900059d28d9fd                    2   \n",
       " 22  cfe780418723c93d626cd406b14d2b76                    2   \n",
       " 23  61af6a7fe714f06c99c5c4fb06d115ec                    2   \n",
       " 24  df83835b256fb2c42980490a0cdf2257                    2   \n",
       " 25  bcf3405e1d42aee439e48140c0193d97                    2   \n",
       " 26  77466db27b6c6bdd937a45d7910778f0                    2   \n",
       " 27  b9729a259920c3e56902e49d7f82f4f2                    2   \n",
       " 28  23d4ac4feb2f8050f613adff368c4fcc                    2   \n",
       " 29  5a31b5f837ab404364d60f7256455132                    2   \n",
       " 30  a94c4dfed8dcaba1c840dbff03641b29                    2   \n",
       " 31  7a5e1a08db2bb3435d887c62117912b0                    2   \n",
       " 32  2283988429255300c94f4d0c9b7b96ae                    2   \n",
       " 33  72f32413bfad3c12337193710fe42056                    2   \n",
       " 34  2ce8951fb4e8b99b535fdf4c3133a040                    2   \n",
       " 35  57634978be39b196383f3da79799f0a9                    2   \n",
       " 36  021e561dadca84f7e37b0b202b2adc1c                    2   \n",
       " 37  1ea9cc774182ed564d9522e0639a3350                    2   \n",
       " 38  d99585156c51199d062c1b1ee9c7454d                    2   \n",
       " 39  ab87b10029b727748312a2c9d2edf53f                    2   \n",
       " \n",
       "    recruiter.recruiterName recruiter.recruiterTitle  \\\n",
       " 0                      吕女士                     猎头顾问   \n",
       " 1                      张女士                     HRBP   \n",
       " 2                      刘女士                     人力经理   \n",
       " 3                      刘女士                     HRBP   \n",
       " 4                      丁先生                     猎头顾问   \n",
       " 5                      唐女士                     行政经理   \n",
       " 6                      蒋女士                     hrbp   \n",
       " 7                      唐女士                     人事主管   \n",
       " 8                      张先生                   研发技术总监   \n",
       " 9                      李先生                      总经理   \n",
       " 10                     王女士                       HR   \n",
       " 11                     魏先生                     猎头顾问   \n",
       " 12                     龙女士                            \n",
       " 13                     黄女士                     人事主管   \n",
       " 14                     包女士                  招聘经理/主管   \n",
       " 15                     李先生                     招聘经理   \n",
       " 16                     巫女士                            \n",
       " 17                     邱女士                     资深招聘   \n",
       " 18                     刘先生                            \n",
       " 19                     卢先生                       HR   \n",
       " 20                     覃女士                       HR   \n",
       " 21                     邱女士                            \n",
       " 22                     马女士                            \n",
       " 23                     林先生                     猎头顾问   \n",
       " 24                     薛女士                     招聘总监   \n",
       " 25                     王女士                     猎头顾问   \n",
       " 26                     张先生                     猎头顾问   \n",
       " 27                     邹女士                     招聘主管   \n",
       " 28                     刘女士                   集团招聘专员   \n",
       " 29                     林女士                            \n",
       " 30                     彭女士                            \n",
       " 31                     陈先生               Consultant   \n",
       " 32                     涂女士                     HRBP   \n",
       " 33                     吕女士                  招聘经理/主管   \n",
       " 34                     陈女士                            \n",
       " 35                     温女士                人力资源专员/助理   \n",
       " 36                     简女士                       HR   \n",
       " 37                     巫女士                            \n",
       " 38                     张女士                       HR   \n",
       " 39                     庄女士                            \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compStage  \n",
       " 0    5f8f986c79c7cc70efbf36c808u.jpg            NaN  \n",
       " 1    57ecc6da62f04ced0919be0d02c.png            NaN  \n",
       " 2    5f8f9866dfb13a7dee342f1808u.jpg            NaN  \n",
       " 3    5f8f986779c7cc70efbf36c008u.jpg             C轮  \n",
       " 4   63eef1add7fd9529565e2f1e03u.jpeg          融资未公开  \n",
       " 5    5f8f9866dfb13a7dee342f1808u.jpg            NaN  \n",
       " 6    5f8f9865ea60860b75384fa508u.jpg            NaN  \n",
       " 7    5f8f9866dfb13a7dee342f1808u.jpg            NaN  \n",
       " 8    5f8f986bdfb13a7dee342f2108u.jpg            NaN  \n",
       " 9    5f8f98698dbe6273dcf8516008u.jpg          融资未公开  \n",
       " 10   5f8f98648dbe6273dcf8515508u.jpg          融资未公开  \n",
       " 11   620b2c45bc78875ee5983fb203u.jpg            已上市  \n",
       " 12   5f8f9866dfb13a7dee342f1808u.jpg          融资未公开  \n",
       " 13   5f8f986779c7cc70efbf36c008u.jpg            NaN  \n",
       " 14   5f8f986779c7cc70efbf36c008u.jpg            NaN  \n",
       " 15   56a97fab45ce2797ac3ddbb306a.png            NaN  \n",
       " 16   5f8f986779c7cc70efbf36c008u.jpg          融资未公开  \n",
       " 17   5f8f98648dbe6273dcf8515508u.jpg             C轮  \n",
       " 18   5f8f9865ea60860b75384fa508u.jpg            NaN  \n",
       " 19   5f8f98698dbe6273dcf8516008u.jpg          融资未公开  \n",
       " 20   643658ca522f3950aa8122e708u.png             C轮  \n",
       " 21   5f8f9863f6d1ab58476f246a08u.jpg          融资未公开  \n",
       " 22   5f8f9865ea60860b75384fa508u.jpg            NaN  \n",
       " 23   5fc5bfb5d4cc8a25315c3fe205u.jpg          融资未公开  \n",
       " 24   5f8f9866dfb13a7dee342f1808u.jpg            NaN  \n",
       " 25   619ae5e16de10b2a3542be3306u.jpg            已上市  \n",
       " 26   6013f727b3ecca2c93b7bada01u.png            已上市  \n",
       " 27   5f8f9863f6d1ab58476f246a08u.jpg          融资未公开  \n",
       " 28   5f8f9866dfb13a7dee342f1808u.jpg            已上市  \n",
       " 29   5f8f98648dbe6273dcf8515508u.jpg            NaN  \n",
       " 30   5f8f98648dbe6273dcf8515508u.jpg            NaN  \n",
       " 31   609497c6fd080d27c9e62f9e03u.png            NaN  \n",
       " 32   5cac787822943242294b9c8505u.png            NaN  \n",
       " 33   5f8f9863f6d1ab58476f246a08u.jpg            NaN  \n",
       " 34   5f8f98648dbe6273dcf8515508u.jpg          融资未公开  \n",
       " 35   5f8f9866dfb13a7dee342f1808u.jpg            NaN  \n",
       " 36   5f8f98648dbe6273dcf8515508u.jpg            NaN  \n",
       " 37   5f8f986779c7cc70efbf36c008u.jpg          融资未公开  \n",
       " 38   5f8f9865ea60860b75384fa508u.jpg             A轮  \n",
       " 39   5f8f986779c7cc70efbf36c008u.jpg         沪深A股上市  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
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       " 1   %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 2   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 3   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 4   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 5   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 6   %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 7   %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 8   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 9   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 10  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 11  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 12  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 13  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 14  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 15  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 16  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 17  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 18  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 19  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 20  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 21  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 22  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 23  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 24  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 25  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 26  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 27  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 28  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 29  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 30  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 31  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 32  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 33  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 34  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 35  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 36  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 37  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 38  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 39  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " \n",
       "                                            dataParams  \\\n",
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       " 14  {\"imId\":\"956c857ba3e627decc342d821fad2e6e\",\"im...   \n",
       " 15  {\"imId\":\"8ead3869d5f3348f24eff958a002fd93\",\"im...   \n",
       " 16  {\"imId\":\"3f68aac52759a18c4dfc78277ec7427e\",\"im...   \n",
       " 17  {\"imId\":\"357f289c8ffe4a93535fdf4c3133a040\",\"im...   \n",
       " 18  {\"imId\":\"c4622a65bebe3fc9b046c835ba1918e3\",\"im...   \n",
       " 19  {\"imId\":\"72a6dfbf874db91e44c0d230c031553c\",\"im...   \n",
       " 20  {\"imId\":\"2dcd94d3e68f135f5d887c62117912b0\",\"im...   \n",
       " 21  {\"imId\":\"3fbc1f3ac5050e657362b15a5d1cf9b7\",\"im...   \n",
       " 22  {\"imId\":\"304482a6335a33a545913e3a4abf94f3\",\"im...   \n",
       " 23  {\"imId\":\"c74709f8f193c8e5c90094212836c467\",\"im...   \n",
       " 24  {\"imId\":\"7accf560eeaf650e3eaad1f295204b5b\",\"im...   \n",
       " 25  {\"imId\":\"d3832c4acc7ef1abe4cd5c055e1e05ce\",\"im...   \n",
       " 26  {\"imId\":\"787bb97b0c887d110b56c92c19a179cf\",\"im...   \n",
       " 27  {\"imId\":\"873e85f3cad9c3c89f90a7bcfdb96d0e\",\"im...   \n",
       " 28  {\"imId\":\"88148c5ed5e9beac71de52c3bc0b6279\",\"im...   \n",
       " 29  {\"imId\":\"931ed58d3e6dba0e9f90a7bcfdb96d0e\",\"im...   \n",
       " 30  {\"imId\":\"37320cd89957d71a4eb3c85621fabd5f\",\"im...   \n",
       " 31  {\"imId\":\"1852c41facc5a09e2aa8e4d6edc77f27\",\"im...   \n",
       " 32  {\"imId\":\"0f126b21be95b069e37b0b202b2adc1c\",\"im...   \n",
       " 33  {\"imId\":\"ba1aff02509ad7d1ef1546f28e7c4a1b\",\"im...   \n",
       " 34  {\"imId\":\"2f952d2fb2fa46d4e780be9e721bd5b9\",\"im...   \n",
       " 35  {\"imId\":\"7a654571bfc9228fc051c4e7ef49e137\",\"im...   \n",
       " 36  {\"imId\":\"de2e01f24fdb708802f523e94e784db2\",\"im...   \n",
       " 37  {\"imId\":\"141089120ff3bf99022ab90404d3094b\",\"im...   \n",
       " 38  {\"imId\":\"d9daff07e84dec7d8929711dbddfb0c2\",\"im...   \n",
       " 39  {\"imId\":\"05a50b05f6d7b56b80764db4dc5d059d\",\"im...   \n",
       " \n",
       "                                            job.labels job.pcOuterLink  \\\n",
       " 0                                        [工具产品, 数据分析]                   \n",
       " 1   [海外产品, 供应链产品, 采购, 智能硬件, 制造业, to G, 产品设计, 产品规划,...             NaN   \n",
       " 2   [外观设计, 3DMAX, Rhino, CMF设计, 金属材质, 木质材质, 家具产品, ...                   \n",
       " 3                                              [灯饰照明]                   \n",
       " 4                                [axure, xmind, 需求分析]                   \n",
       " 5                [产品专员, 项目专员, 项目助理, 需求分析, 产品规划, 用户研究]                   \n",
       " 6            [电商产品, 直播, 电子商务, 产品优化, 数据挖掘, 数据分析, 团队管理]             NaN   \n",
       " 7   [工具产品, 医疗行业, 工艺品/收藏品, 产品规划, 需求挖掘, 市场调研, 竞品分析, ...             NaN   \n",
       " 8   [平台产品, 硬件产品, 智慧城市, 产品规划, 产品设计, 需求分析, 团队管理, 移动端...                   \n",
       " 9                                        [医疗行业, 市场调研]                   \n",
       " 10                       [手绘, keyshot, ai软件, 个护美妆类设计]                   \n",
       " 11                  [医学, 药学, 临床医学, 新产品导入, 医药行业, 医药产品]                   \n",
       " 12                                         [手机壳, 钢化膜]                   \n",
       " 13                                                 []                   \n",
       " 14                         [产品研发, 结构设计, 结构仿真分析, 预研结构]                   \n",
       " 15                                                 []             NaN   \n",
       " 16                       [产品规划, 市场调研, 医疗器械, 竞品分析, 英语]                   \n",
       " 17  [内容产品, 用户研究, 产品规划, 市场调研, 家电行业, 电子商务, 产品设计, 需求分...                   \n",
       " 18                      [贸易/进出口, 英语, 合同管理, 经济学, 客户管理]                   \n",
       " 19               [用户研究, 产品规划, 数据分析, 产品优化, 产品设计, 团队管理]                   \n",
       " 20                     [设计服务, 用户研究, 产品优化, 产品设计, 数据分析]                   \n",
       " 21                                            [ERP系统]                   \n",
       " 22          [智能语音, 语音交互, ASR, NLP, TTS, 智能家居产品, AIoT]             NaN   \n",
       " 23                                             [策略产品]                   \n",
       " 24               [产品设计, 流程设计, 数据挖掘, 产品规划, 数据分析, 团队管理]                   \n",
       " 25                                      [数据产品, 计算机软件]                   \n",
       " 26                     [to G, 产品规划, 团队管理, 用户研究, 产品优化]                   \n",
       " 27                                       [食品饮料, 市场调研]                   \n",
       " 28                          [供应链产品, 产品优化, 产品规划, 团队管理]             NaN   \n",
       " 29                     [产品设计,  产品工程师, 设计工程师, CAD, 英语]                   \n",
       " 30                                 [竞品分析, 产品设计, 产品规划]                   \n",
       " 31                                     [产品规划, 产品文档撰写]                   \n",
       " 32  [人机交互, 交互设计, 工业设计, 用户研究, 场景设计, 角色设计, Illustrat...             NaN   \n",
       " 33               [商业产品, 内容产品, 产品规划, 产品设计, 用户研究, 团队管理]                   \n",
       " 34            [策略产品, 定价/竞价产品, 医疗行业, 产品规划, 数据挖掘, 市场调研]                   \n",
       " 35                                       [产品规划, 团队管理]             NaN   \n",
       " 36                                   [cfa, frm, 融资渠道]                   \n",
       " 37                             [平台产品, 数据产品, 采购, 数据分析]                   \n",
       " 38                     [产品设计, 策略产品, 数据产品, 商业产品, 功能产品]                   \n",
       " 39                                       [产品规划, 产品设计]                   \n",
       " \n",
       "    job.h5OuterLink                         job.title  job.salary  job.dq  \\\n",
       " 0                                              价格分析员        6-8k  深圳-龙岗区   \n",
       " 1              NaN                       产品经理（泳池机器人）  30-50k·14薪      深圳   \n",
       " 2                                             产品设计助理      10-15k      深圳   \n",
       " 3                                          LED照明产品专员       8-12k  深圳-宝安区   \n",
       " 4                                               产品助理   6-10k·13薪      深圳   \n",
       " 5                                               产品专员        5-8k  深圳-坪山区   \n",
       " 6              NaN                           产品专员/助理  12-24k·13薪  深圳-龙岗区   \n",
       " 7              NaN                              产品经理      15-25k      深圳   \n",
       " 8                                  产品经理岗【深圳】(J11521)  15-26k·13薪  深圳-南山区   \n",
       " 9                                   新品开发专员（EHS或安全产品）       5-10k  深圳-福田区   \n",
       " 10                                            产品设计助理        2-5k      深圳   \n",
       " 11                                       产品导入专员（处方药）      11-19k  深圳-南山区   \n",
       " 12                                              产品助理        5-8k      深圳   \n",
       " 13                  Product Marketing D2021R10-15256  11-15k·15薪  深圳-南山区   \n",
       " 14                                         产品结构助理工程师   8-16k·13薪  深圳-宝安区   \n",
       " 15             NaN                          中药肿瘤产品总监      50-55k  深圳-南山区   \n",
       " 16                                         产品专员/产品经理  10-15k·15薪      深圳   \n",
       " 17                                         产品开发（小家电）      15-20k  深圳-龙华区   \n",
       " 18                                            外贸业务助理        6-9k  深圳-南山区   \n",
       " 19                                           产品开发工程师   8-13k·13薪  深圳-龙华区   \n",
       " 20                                            服务设计专家  10-15k·13薪  深圳-龙岗区   \n",
       " 21                                             BOM专员        6-7k  深圳-龙华区   \n",
       " 22             NaN                          智能语音产品总监  50-80k·14薪  深圳-南山区   \n",
       " 23                                              产品专员       8-12k  深圳-福田区   \n",
       " 24                                        产品工程师-背光显示      10-15k  深圳-光明区   \n",
       " 25                                           产品/项目助理      10-15k      深圳   \n",
       " 26                                            产品管理专员   8-10k·13薪  深圳-龙华区   \n",
       " 27                                            产品开发专员   7-10k·13薪  深圳-南山区   \n",
       " 28             NaN                          产品开发（跨境）      10-15k  深圳-龙华区   \n",
       " 29                                      产品设计工程师-深圳宝安    6-8k·13薪  深圳-宝安区   \n",
       " 30                                  解决方案/产品工程师（含应届生）       8-12k  深圳-光明区   \n",
       " 31                                              产品经理  18-25k·20薪      深圳   \n",
       " 32             NaN                            交互设计专家  60-90k·15薪  深圳-福田区   \n",
       " 33                                          系统产品规划经理  30-50k·15薪  深圳-宝安区   \n",
       " 34                                              产品专员  10-15k·13薪  深圳-南山区   \n",
       " 35             NaN                              产品经理      18-28k  深圳-南山区   \n",
       " 36                                融资助理（金融产品部-国际业务方向）  10-15k·15薪  深圳-南山区   \n",
       " 37                                           亚马逊开发专员       9-15k      深圳   \n",
       " 38                                        APP产品专员/助理      30-60k  深圳-南山区   \n",
       " 39                                         亚马逊产品开发助理       5-10k  深圳-龙岗区   \n",
       " \n",
       "    job.refreshTime job.jobKind  ... recruiter.chatted  \\\n",
       " 0   20230602094051           2  ...             False   \n",
       " 1   20230427102426           1  ...             False   \n",
       " 2   20230208093129           2  ...             False   \n",
       " 3   20230525160124           2  ...             False   \n",
       " 4   20211013175220           2  ...             False   \n",
       " 5   20230515200017           2  ...             False   \n",
       " 6   20230602092809           1  ...             False   \n",
       " 7   20230526174425           1  ...             False   \n",
       " 8   20230215150137           2  ...             False   \n",
       " 9   20230531095316           2  ...             False   \n",
       " 10  20210721142820           2  ...             False   \n",
       " 11  20230518124920           2  ...             False   \n",
       " 12  20210221113839           2  ...             False   \n",
       " 13  20220908172735           2  ...             False   \n",
       " 14  20230602142445           2  ...             False   \n",
       " 15  20230602093842           1  ...             False   \n",
       " 16  20220714144931           2  ...             False   \n",
       " 17  20221015095445           2  ...             False   \n",
       " 18  20230523094257           2  ...             False   \n",
       " 19  20230602090741           2  ...             False   \n",
       " 20  20230525091011           2  ...             False   \n",
       " 21  20230322112347           2  ...             False   \n",
       " 22  20230515123710           1  ...             False   \n",
       " 23  20221205100944           2  ...             False   \n",
       " 24  20230516112032           2  ...             False   \n",
       " 25  20221117115001           2  ...             False   \n",
       " 26  20230418090115           2  ...             False   \n",
       " 27  20230518192139           2  ...             False   \n",
       " 28  20230519091051           1  ...             False   \n",
       " 29  20230602090818           2  ...             False   \n",
       " 30  20230524091532           2  ...             False   \n",
       " 31  20220325120414           2  ...             False   \n",
       " 32  20230420133835           1  ...             False   \n",
       " 33  20230531094757           2  ...             False   \n",
       " 34  20221207102017           2  ...             False   \n",
       " 35  20230602084148           1  ...             False   \n",
       " 36  20230421105118           2  ...             False   \n",
       " 37  20230516145734           2  ...             False   \n",
       " 38  20220808102029           2  ...             False   \n",
       " 39  20230519152810           2  ...             False   \n",
       " \n",
       "            recruiter.recruiterPhoto             recruiter.recruiterId  \\\n",
       " 0   5f8f9865ea60860b75384fa508u.jpg  3109a7980db9ada88941b74043e3fb44   \n",
       " 1   620373849874dd45648b14f203u.jpg  4c559caaf93a92631752a3f656a3f3a1   \n",
       " 2   5f8f98648dbe6273dcf8515508u.jpg  c30ce6d5cae129c8affa553523f429d5   \n",
       " 3   5bd3bc2c8e50b2deb642ce5704a.jpg  e055293ceb97e8ba80dc6f4632770b9d   \n",
       " 4   5f8f98698dbe6273dcf8516008u.jpg  16be6173ff3826f2bd1f9ab508887adb   \n",
       " 5   5f8f9863f6d1ab58476f246a08u.jpg  d8809833869b644d563abf07c35344ca   \n",
       " 6   646469e2328cbf5b0537cb2d05u.png  8956a1c255199e2b5b32bdd11a31dfe3   \n",
       " 7   61e0e69bbc78875ee5982ebf07u.jpg  1a1888257ca5c5fec018536cd534bf3a   \n",
       " 8   5f8f986779c7cc70efbf36c008u.jpg  7a55e34c25ef0960d0c7216b637212bb   \n",
       " 9   5f8f986bdfb13a7dee342f2108u.jpg  9dad043a7bf88597fa35dd2fe8da2942   \n",
       " 10  5f8f986c79c7cc70efbf36c808u.jpg  fcc81810bd6efc994d40f1f1e118596d   \n",
       " 11  5f8f9866dfb13a7dee342f1808u.jpg  f1fd41a4f000141e0fedbf7796db230c   \n",
       " 12  5f8f986c79c7cc70efbf36c808u.jpg  d4abd639d27b768131370d80454be447   \n",
       " 13  5f8f98648dbe6273dcf8515508u.jpg  749cd8559e27533cd24f9a930a29828b   \n",
       " 14  61888f382859fb0ac6ca7c8603u.jpg  5fe32cab34b124d5014a2f8d15602beb   \n",
       " 15  5d1dbe59dde7f0565c08f21c01u.jpg  9da83af48535c2218b652648e07f972f   \n",
       " 16  5f8f9865ea60860b75384fa508u.jpg  320519b95b7c6e7065876d69d012fe68   \n",
       " 17  6375fbf9af9f75737cae31dc03u.png  1497b179a19e0a398b7019b1a075ea89   \n",
       " 18  629ff8b97fb6ae202c7b9a2108u.png  8f522573c10bfab2a6ef0475fd50044d   \n",
       " 19  5f8f986bdfb13a7dee342f2108u.jpg  55c44c46bb9f16e2c81a15a47b478907   \n",
       " 20  5f8f98698dbe6273dcf8516008u.jpg  aa7ea67efe4a14fc2ecd135fea451d2e   \n",
       " 21  5f8f9865ea60860b75384fa508u.jpg  ca3da4b8ea41cf0b4a9518d86a2ec518   \n",
       " 22  616b83ea5c3a682bd55b5f0206u.png  0d0832bc30f93851d9412a399867657c   \n",
       " 23  5f8f9865ea60860b75384fa508u.jpg  2b3f5df1edd9a299cf00604fc520364d   \n",
       " 24  5f8f9868f6d1ab58476f24a008u.jpg  b14555e7a41e5fddbe5870e8ab7f4027   \n",
       " 25  5f8f9865ea60860b75384fa508u.jpg  0db1dcd0eb725960dd769a1f1c5ecb6d   \n",
       " 26  5f8f98698dbe6273dcf8516008u.jpg  e196576531932f05007c7ae71b34b96b   \n",
       " 27  5f8f98648dbe6273dcf8515508u.jpg  b02efbf24d17523e9089986d6e773464   \n",
       " 28  5f8fa3bc8dbe6273dcf85e5e08u.png  36b8da2f7de64eefb67bf09cee5b7bf2   \n",
       " 29  5f8f98698dbe6273dcf8516008u.jpg  2f2cc48b0fc4392ab530d25041366fea   \n",
       " 30  5f8f9866dfb13a7dee342f1808u.jpg  3ed41f9089abe1a5535a0257b1a6e4b0   \n",
       " 31  5f8f98648dbe6273dcf8515508u.jpg  aa54907b00a9b3038a842ca77b597b73   \n",
       " 32  620cc889043a7e614456efcb04u.png  31fca798abd8446b921134961f4965e9   \n",
       " 33  5f8f986c79c7cc70efbf36c808u.jpg  806b6fced6fb433d254388ddb0111180   \n",
       " 34  5f8f9866dfb13a7dee342f1808u.jpg  0e65870c7a1b33682782b3d07dc707c7   \n",
       " 35  60575521a4c70f7f664196b601u.jpg  a96ef7031f3f62bb933771a983103258   \n",
       " 36  54d1e787712e7147fd80a6f602c.jpg  289f30ae9b620ac81ee62e0902b5d56e   \n",
       " 37  5f8f98648dbe6273dcf8515508u.jpg  ced3dc843bf47944987a2b4e63ada2af   \n",
       " 38  5f8f986779c7cc70efbf36c008u.jpg  f0ee948ae5c5e491470b72d68035e3ab   \n",
       " 39  5f8f9866dfb13a7dee342f1808u.jpg  f101a7ef00c7b934c0fdeec67312eeee   \n",
       " \n",
       "    comp.compId                    comp.compLogo     comp.compName  \\\n",
       " 0   12848501.0  6103943f80fb9f35ee4f4a9306u.png              利通物流   \n",
       " 1          NaN  60e2fe0bf3df194a3c48adb502u.png         某深圳智能硬件公司   \n",
       " 2   12734091.0  61512deeaabc576a3be0e44006u.jpg   大匚(深圳)进出口贸易有限公司   \n",
       " 3    9599779.0  5eb8fc87f2540204574348cf07u.png       深圳市晶台股份有限公司   \n",
       " 4   12574531.0  605bf91511f9f13e410bbc7401u.png        深圳峰涛科技有限公司   \n",
       " 5   12477025.0  61b07937d0458d53c627567e02u.jpg      连展科技(深圳)有限公司   \n",
       " 6          NaN  60e2fe0bf3df194a3c48adb502u.png      某深圳大型批发/零售公司   \n",
       " 7          NaN  60e2fe0bf3df194a3c48adb502u.png        某深圳机械/设备公司   \n",
       " 8    9422713.0  5c78f9bd261c45f04797feae05u.png              兴海物联   \n",
       " 9   12518769.0  5fedac06bebf7311a41cc9b307u.png           EHSCity   \n",
       " 10  12845441.0  61b07937d0458d53c627567e02u.jpg     深圳半圆角工业设计有限公司   \n",
       " 11   8492281.0  5bfea4c574719d2aa34cc95703a.png              康哲药业   \n",
       " 12  12562875.0  61b07937d0458d53c627567e02u.jpg       深圳市数冠科技有限公司   \n",
       " 13   8957641.0  60422503b894721491d45abf02u.png   意法半导体研发(深圳)有限公司   \n",
       " 14   9519523.0  60d05ee91689f504cbdd8f3507u.png    深圳市卓尔悦电子科技有限公司   \n",
       " 15         NaN  60e2fe0bf3df194a3c48adb502u.png         某国内制药上市公司   \n",
       " 16  12365007.0  61b07937d0458d53c627567e02u.jpg    深圳华大智造科技股份有限公司   \n",
       " 17   9602106.0  61b07937d0458d53c627567e02u.jpg      深圳天购电子商务有限公司   \n",
       " 18   8836852.0  6229c10e67effe0248f2db8308u.png              飞鸿光电   \n",
       " 19  12642607.0  60d0577881ff557cc44a6dd907u.jpg   深圳市华宇环亚农业科技有限公司   \n",
       " 20   9142549.0  5965dfd87032381b6827a11905a.jpg     深圳依时货拉拉科技有限公司   \n",
       " 21   9406328.0  61b07937d0458d53c627567e02u.jpg     深圳市富发世纪科技有限公司   \n",
       " 22         NaN  60e2fe0bf3df194a3c48adb502u.png             某知名公司   \n",
       " 23    853215.0  614c1bc3b09b9f5bbe76c89301u.png              永科医药   \n",
       " 24   2943530.0  5bfea4a174719d2aa34cc29603a.png    深圳市瑞丰光电子股份有限公司   \n",
       " 25   9568339.0  6360bd7164ae7150b5a9250302u.png              光速动力   \n",
       " 26   8224555.0  5bfe8f5174719d35745a6a4703a.png      深圳市创荣发电子有限公司   \n",
       " 27   8281425.0  644a50232157026bce256d5908u.png    深圳市尚古堂食品发展有限公司   \n",
       " 28         NaN  60e2fe0bf3df194a3c48adb502u.png        某深圳批发/零售公司   \n",
       " 29  12456283.0  61b07937d0458d53c627567e02u.jpg       深圳市清日科技有限公司   \n",
       " 30  13176163.0  6374b27419919c4d06cacbed07u.png            国瑞协创储能   \n",
       " 31   8770346.0  5f2a7b7413bca4465f24ca8904u.jpg              亿道集团   \n",
       " 32         NaN  60e2fe0bf3df194a3c48adb502u.png          某大型互联网公司   \n",
       " 33   9720613.0  5e733c628290a17b1440b74f03u.png     深圳市海柔创新科技有限公司   \n",
       " 34   9178713.0  5c2720ee23c8e0bb3dbe5c5d06u.jpg            深圳核心医疗   \n",
       " 35         NaN  60e2fe0bf3df194a3c48adb502u.png  某知名准上市跨境电商家居科技公司   \n",
       " 36   7964271.0  5bfe94a874719dc6ed73f6d303a.png        中集融资租赁有限公司   \n",
       " 37  10159277.0  5fbb5fa1bcd8147208759e2d01u.png             艾斯维科技   \n",
       " 38   9382282.0  5bfe9a1d74719df0ac99c45b03a.png    瑞银企业管理(中国)有限公司   \n",
       " 39   8901888.0  61b07937d0458d53c627567e02u.jpg       深圳市海猴科技有限公司   \n",
       " \n",
       "    comp.compScale                                 comp.link comp.compIndustry  \\\n",
       " 0        500-999人  https://www.liepin.com/company/12848501/          货运/物流/仓储   \n",
       " 1        100-499人                                                        智能硬件   \n",
       " 2           1-49人  https://www.liepin.com/company/12734091/             家具/家居   \n",
       " 3        500-999人   https://www.liepin.com/company/9599779/       电子/半导体/集成电路   \n",
       " 4           1-49人  https://www.liepin.com/company/12574531/              电子商务   \n",
       " 5      2000-5000人  https://www.liepin.com/company/12477025/           农/林/牧/渔   \n",
       " 6     5000-10000人                                                       批发/零售   \n",
       " 7        100-499人                                                       机械/设备   \n",
       " 8      1000-2000人   https://www.liepin.com/company/9422713/              人工智能   \n",
       " 9          50-99人  https://www.liepin.com/company/12518769/              咨询服务   \n",
       " 10          1-49人  https://www.liepin.com/company/12845441/               NaN   \n",
       " 11     2000-5000人   https://www.liepin.com/company/8492281/                制药   \n",
       " 12          1-49人  https://www.liepin.com/company/12562875/               NaN   \n",
       " 13       10000人以上   https://www.liepin.com/company/8957641/       电子/半导体/集成电路   \n",
       " 14     2000-5000人   https://www.liepin.com/company/9519523/       电子/半导体/集成电路   \n",
       " 15       10000人以上                                                          制药   \n",
       " 16    5000-10000人  https://www.liepin.com/company/12365007/               NaN   \n",
       " 17       100-499人   https://www.liepin.com/company/9602106/              电子商务   \n",
       " 18       100-499人   https://www.liepin.com/company/8836852/              通信设备   \n",
       " 19         50-99人  https://www.liepin.com/company/12642607/              电子商务   \n",
       " 20    5000-10000人   https://www.liepin.com/company/9142549/           生活服务O2O   \n",
       " 21       100-499人   https://www.liepin.com/company/9406328/           橡胶/塑料制品   \n",
       " 22       500-999人                                                         互联网   \n",
       " 23       100-499人    https://www.liepin.com/company/853215/                制药   \n",
       " 24     2000-5000人   https://www.liepin.com/company/2943530/       电子/半导体/集成电路   \n",
       " 25       500-999人   https://www.liepin.com/company/9568339/              科技金融   \n",
       " 26     1000-2000人   https://www.liepin.com/company/8224555/       电子/半导体/集成电路   \n",
       " 27         50-99人   https://www.liepin.com/company/8281425/             批发/零售   \n",
       " 28       100-499人                                                        电子商务   \n",
       " 29       100-499人  https://www.liepin.com/company/12456283/             计算机软件   \n",
       " 30         50-99人  https://www.liepin.com/company/13176163/               新能源   \n",
       " 31     1000-2000人   https://www.liepin.com/company/8770346/       电子/半导体/集成电路   \n",
       " 32    5000-10000人                                                         互联网   \n",
       " 33     1000-2000人   https://www.liepin.com/company/9720613/              智能硬件   \n",
       " 34       100-499人   https://www.liepin.com/company/9178713/              医疗器械   \n",
       " 35     1000-2000人                                                        跨境电商   \n",
       " 36       100-499人   https://www.liepin.com/company/7964271/                银行   \n",
       " 37         50-99人  https://www.liepin.com/company/10159277/            贸易/进出口   \n",
       " 38       100-499人   https://www.liepin.com/company/9382282/                银行   \n",
       " 39          1-49人   https://www.liepin.com/company/8901888/              电子商务   \n",
       " \n",
       "    comp.compStage  \n",
       " 0             NaN  \n",
       " 1              B轮  \n",
       " 2             NaN  \n",
       " 3             NaN  \n",
       " 4           融资未公开  \n",
       " 5             NaN  \n",
       " 6              A轮  \n",
       " 7           融资未公开  \n",
       " 8              其他  \n",
       " 9             NaN  \n",
       " 10            NaN  \n",
       " 11            NaN  \n",
       " 12            NaN  \n",
       " 13            NaN  \n",
       " 14            NaN  \n",
       " 15            已上市  \n",
       " 16          科创板上市  \n",
       " 17          融资未公开  \n",
       " 18          融资未公开  \n",
       " 19            NaN  \n",
       " 20             D轮  \n",
       " 21          融资未公开  \n",
       " 22             C轮  \n",
       " 23            NaN  \n",
       " 24         沪深A股上市  \n",
       " 25             D轮  \n",
       " 26            NaN  \n",
       " 27             A轮  \n",
       " 28            NaN  \n",
       " 29          融资未公开  \n",
       " 30            NaN  \n",
       " 31            NaN  \n",
       " 32          融资未公开  \n",
       " 33            NaN  \n",
       " 34             B轮  \n",
       " 35             C轮  \n",
       " 36            NaN  \n",
       " 37            NaN  \n",
       " 38            NaN  \n",
       " 39          融资未公开  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 1   %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 2   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 3   %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 4   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 5   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 6   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 7   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 8   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 9   %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 10  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 11  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 12  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 13  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 14  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 15  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 16  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 17  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 18  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 19  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 20  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 21  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 22  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 23  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 24  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 25  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 26  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 27  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 28  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 29  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 30  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 31  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 32  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 33  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 34  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 35  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 36  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 37  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 38  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 39  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobKind\":\"2\",\"imId\":\"cfafdcd60d7d319dbefa578...   \n",
       " 1   {\"jobKind\":\"1\",\"imId\":\"81a18d3be7062a8236d8c70...   \n",
       " 2   {\"jobKind\":\"2\",\"imId\":\"d11d24d1e12e651b99c4538...   \n",
       " 3   {\"jobKind\":\"1\",\"imId\":\"2e0af2ceda1ea3013eae059...   \n",
       " 4   {\"jobKind\":\"2\",\"imId\":\"711744329ad8761667afc08...   \n",
       " 5   {\"jobKind\":\"2\",\"imId\":\"b041a39b85383c110dff24c...   \n",
       " 6   {\"jobKind\":\"2\",\"imId\":\"944890f3f55e0b669b730e2...   \n",
       " 7   {\"jobKind\":\"2\",\"imId\":\"0ad6fa078144317e058646d...   \n",
       " 8   {\"jobKind\":\"2\",\"imId\":\"e67588e453fb44ef061d967...   \n",
       " 9   {\"jobKind\":\"1\",\"imId\":\"42746c80261852d9835da8f...   \n",
       " 10  {\"jobKind\":\"1\",\"imId\":\"d8f9950739d33bbd062c1b1...   \n",
       " 11  {\"jobKind\":\"2\",\"imId\":\"c75bb7ba8b9f1333f7021d4...   \n",
       " 12  {\"jobKind\":\"2\",\"imId\":\"a8c822da7934f8ae9ccf3dc...   \n",
       " 13  {\"jobKind\":\"2\",\"imId\":\"b0373a08665bc401c051c4e...   \n",
       " 14  {\"jobKind\":\"2\",\"imId\":\"8bf8ef8758223be13cf0acd...   \n",
       " 15  {\"jobKind\":\"2\",\"imId\":\"87ea90e9c59074912982e99...   \n",
       " 16  {\"jobKind\":\"2\",\"imId\":\"141089120ff3bf99022ab90...   \n",
       " 17  {\"jobKind\":\"2\",\"imId\":\"4e0d8299feb15d7af4d86ae...   \n",
       " 18  {\"jobKind\":\"1\",\"imId\":\"a9d203902efe38363417a18...   \n",
       " 19  {\"jobKind\":\"2\",\"imId\":\"a1022432891da36ce3a362c...   \n",
       " 20  {\"jobKind\":\"2\",\"imId\":\"c84e33ab1f6c6b916042c17...   \n",
       " 21  {\"jobKind\":\"2\",\"imId\":\"4eb4a528647f337be72b2bd...   \n",
       " 22  {\"jobKind\":\"2\",\"imId\":\"75c99f9cc5f2df49ca5351b...   \n",
       " 23  {\"jobKind\":\"2\",\"imId\":\"fc157582613d353bd074c6a...   \n",
       " 24  {\"jobKind\":\"2\",\"imId\":\"fe9e95e540f93f4b03c3833...   \n",
       " 25  {\"jobKind\":\"2\",\"imId\":\"4c0ca7ebfbefb7b099c5c4f...   \n",
       " 26  {\"jobKind\":\"1\",\"imId\":\"44126d904b35ee7c351ff05...   \n",
       " 27  {\"jobKind\":\"2\",\"imId\":\"e802b68747cb80b9cc80965...   \n",
       " 28  {\"jobKind\":\"2\",\"imId\":\"38dcf48f1ece41118e56b84...   \n",
       " 29  {\"jobKind\":\"2\",\"imId\":\"053d89ca0989f21b3cf1dd3...   \n",
       " 30  {\"jobKind\":\"2\",\"imId\":\"af7cc528f551c91bef38cb0...   \n",
       " 31  {\"jobKind\":\"2\",\"imId\":\"9645755e9d4e5d0454f897c...   \n",
       " 32  {\"jobKind\":\"2\",\"imId\":\"6041fdd1fdae1d7036a9a97...   \n",
       " 33  {\"jobKind\":\"2\",\"imId\":\"6f48682ab865f30ca857611...   \n",
       " 34  {\"jobKind\":\"1\",\"imId\":\"4fe62891ae7e14f5f406702...   \n",
       " 35  {\"jobKind\":\"2\",\"imId\":\"df0b174c9a42859d01ab80e...   \n",
       " 36  {\"jobKind\":\"2\",\"imId\":\"61c38bfc85590a5b9f90a7b...   \n",
       " 37  {\"jobKind\":\"1\",\"imId\":\"8a775014b99ad216c68319d...   \n",
       " 38  {\"jobKind\":\"1\",\"imId\":\"1258b6542f8f901b0b56c92...   \n",
       " 39  {\"jobKind\":\"2\",\"imId\":\"947b830e7d0a07574a7a04e...   \n",
       " \n",
       "                                            job.labels job.jobKind  \\\n",
       " 0                                               [移动端]           2   \n",
       " 1                                              [语音产品]           1   \n",
       " 2                                              [功能产品]           2   \n",
       " 3                                                  []           1   \n",
       " 4                      [药物研发, 医疗行业, 用户研究, 竞品分析, 产品规划]           2   \n",
       " 5                                      [管理体系建设, 经营管理]           2   \n",
       " 6                                  [后台产品, 产品设计, 数据分析]           2   \n",
       " 7                                        [企业培训, 培训机构]           2   \n",
       " 8              [材料研发, 涂料研发, 化学分析, 高分子研发, 纳米, 乳胶漆, 化工]           2   \n",
       " 9              [工具产品, 内容产品, 供应链产品, 自动化行业, 教育行业, 需求分析]           1   \n",
       " 10                                 [产品规划, 竞品分析, 团队管理]           1   \n",
       " 11  [产品优化, 产品规划, 需求分析, 需求管理, 竞品分析, 数据产品, 策略产品, 电商产...           2   \n",
       " 12  [数据产品, 商业产品, 金融行业, 用户研究, 产品规划, 数据分析, 产品优化, 交互设...           2   \n",
       " 13                                       [用户研究, 产品规划]           2   \n",
       " 14                         [产品运营, 智慧医疗, 康复医疗器械, 市场招商]           2   \n",
       " 15                                                 []           2   \n",
       " 16  [电商产品, 客户端产品, 玩具/礼品, 跨境电商, 电子商务, 产品优化, 市场调研, 用...           2   \n",
       " 17                                            [直流充电桩]           2   \n",
       " 18                    [供应链产品, 家电行业, 产品规划, 团队管理, 产品优化]           1   \n",
       " 19                              [数据产品, 图文打印/复印, 数据分析]           2   \n",
       " 20                     [市场调研分析, 市场策划, 品牌推广, KOL, 大客户]           2   \n",
       " 21         [产品规划, 团队管理, 数据建模, 竞品分析, 产品设计, 数据分析, 需求分析]           2   \n",
       " 22                                               [运营]           2   \n",
       " 23  [原型设计, 产品规划, 需求分析, Axure, 产品设计, 工具产品, 语音产品, 画像...           2   \n",
       " 24                                       [电商产品, 电子商务]           2   \n",
       " 25                           [工具产品, 策略产品, 产品设计, 用户研究]           2   \n",
       " 26                                       [智能硬件, 硬件产品]           1   \n",
       " 27                                  [产品设计, ppt, 需求分析]           2   \n",
       " 28                                                 []           2   \n",
       " 29  [供应链产品, 产品设计, 产品规划, 用户研究, 产品优化, 市场调研, 竞品分析, 数据分析]           2   \n",
       " 30  [策略产品, 客户端产品, 用户研究, 产品规划, 产品设计, 市场调研, 竞品分析, 需求...           2   \n",
       " 31                                               [采购]           2   \n",
       " 32       [画像产品, 定价/竞价产品, 设计服务, 化妆品, 产品规划, 市场调研, 数据分析]           2   \n",
       " 33                                 [策略产品, 数据产品, 团队管理]           2   \n",
       " 34  [画像产品, 工具产品, 策略产品, 供应链产品, 消费品, 食品饮料, to B, 产品规...           1   \n",
       " 35                                                 []           2   \n",
       " 36  [工具产品, to G, 计算机软件, 咨询服务, 产品规划, 产品设计, 产品优化, 团队...           2   \n",
       " 37  [策略产品, 商业产品, 医疗行业, 电子/半导体/集成电路, 消费品, 市场调研, 需求调...           1   \n",
       " 38                              [产品经理助理, 商业设计, 云计算领域]           1   \n",
       " 39                                [3C数码, 产品规划, 消费类电子]           2   \n",
       " \n",
       "    job.refreshTime  job.salary  job.dq job.pcOuterLink job.h5OuterLink  \\\n",
       " 0   20201117134443        4-7k  深圳-龙岗区                                   \n",
       " 1   20230515140350      50-60k      深圳             NaN             NaN   \n",
       " 2   20210614210308    5-7k·13薪      深圳                                   \n",
       " 3   20230525170919      40-70k      深圳             NaN             NaN   \n",
       " 4   20230524101048      12-18k  深圳-南山区                                   \n",
       " 5   20230530085315  10-12k·13薪  深圳-龙华区                                   \n",
       " 6   20220819200957  20-40k·14薪  深圳-福田区                                   \n",
       " 7   20230209155246      15-20k  深圳-龙岗区                                   \n",
       " 8   20210815164412      10-15k      深圳                                   \n",
       " 9   20230308160945  12-15k·15薪      深圳             NaN             NaN   \n",
       " 10  20230530091536      16-30k  深圳-南山区             NaN             NaN   \n",
       " 11  20221022171127      11-15k  深圳-龙岗区                                   \n",
       " 12  20230519104518        薪资面议  深圳-福田区                                   \n",
       " 13  20230530173018        7-9k      深圳                                   \n",
       " 14  20230413144054  12-20k·13薪  深圳-宝安区                                   \n",
       " 15  20230531095316        5-8k  深圳-福田区                                   \n",
       " 16  20230516145854       7-10k      深圳                                   \n",
       " 17  20230425165350      30-50k  深圳-宝安区                                   \n",
       " 18  20230323112839      25-40k  深圳-龙岗区             NaN             NaN   \n",
       " 19  20230413170340        6-7k  深圳-龙岗区                                   \n",
       " 20  20230521183557       7-12k  深圳-罗湖区                                   \n",
       " 21  20220328224231  10-15k·14薪      深圳                                   \n",
       " 22  20221212101223       6-10k  深圳-宝安区                                   \n",
       " 23  20220516174005    6-9k·14薪  深圳-宝安区                                   \n",
       " 24  20210907113903        4-7k  深圳-龙岗区                                   \n",
       " 25  20230531153012      10-15k      深圳                                   \n",
       " 26  20230526114902  20-30k·14薪      深圳             NaN             NaN   \n",
       " 27  20210830095427        5-7k  深圳-福田区                                   \n",
       " 28  20210629162808       8-16k  深圳-罗湖区                                   \n",
       " 29  20230531103714      20-40k  深圳-龙岗区                                   \n",
       " 30  20230531162443      25-50k  深圳-南山区                                   \n",
       " 31  20230531085436      10-15k  深圳-南山区                                   \n",
       " 32  20230507100102  12-20k·13薪  深圳-南山区                                   \n",
       " 33  20230529103018      15-20k  深圳-南山区                                   \n",
       " 34  20230601085052  15-20k·14薪      深圳             NaN             NaN   \n",
       " 35  20221103103617      10-18k  深圳-福田区                                   \n",
       " 36  20230517110329  15-28k·13薪  深圳-南山区                                   \n",
       " 37  20230523113459      40-50k      深圳             NaN             NaN   \n",
       " 38  20230420115032  12-21k·14薪  深圳-龙岗区             NaN             NaN   \n",
       " 39  20230524113824  15-20k·13薪      深圳                                   \n",
       " \n",
       "                        job.title  ... recruiter.recruiterTitle  \\\n",
       " 0                        产品专员/助理  ...              网络推广员文案客服多名   \n",
       " 1                         语音产品总监  ...                     猎头顾问   \n",
       " 2                           产品助理  ...                  技术/研发总监   \n",
       " 3                       产品总监（肿瘤）  ...                     猎头顾问   \n",
       " 4                         国际产品专员  ...                            \n",
       " 5                       产品线总经理助理  ...                     招聘主管   \n",
       " 6                         中台产品专员  ...                       HR   \n",
       " 7                           产品专员  ...                 高级人力资源经理   \n",
       " 8                         产品研发助理  ...                   人力资源总监   \n",
       " 9                           产品专员  ...                     猎头顾问   \n",
       " 10                          产品经理  ...                     猎头顾问   \n",
       " 11                亚马逊产品开发（厨房收纳等）  ...                     人事经理   \n",
       " 12                        高级产品经理  ...                       职员   \n",
       " 13                      车品产品经理助理  ...                            \n",
       " 14                          产品专员  ...                   人力资源专员   \n",
       " 15                      EHS产品工程师  ...                      CEO   \n",
       " 16                        产品开发专员  ...                            \n",
       " 17                          产品经理  ...                   HRBP专员   \n",
       " 18                      天猫京东产品经理  ...                     猎头顾问   \n",
       " 19                          产品专员  ...                美团 饿了么 运营   \n",
       " 20                    市场推广专员（深圳）  ...                     招聘专员   \n",
       " 21                        硬件产品助理  ...                   高级产品经理   \n",
       " 22                          产品助理  ...                      总经理   \n",
       " 23                          产品助理  ...                   java开发   \n",
       " 24                    电商产品专员（助理）  ...                      合伙人   \n",
       " 25                          产品专员  ...                     招聘助理   \n",
       " 26                    产品经理（智能硬件）  ...                     猎头顾问   \n",
       " 27                          产品助理  ...                       hr   \n",
       " 28                       产品助理/经理  ...                     人事经理   \n",
       " 29                       产品经理/总监  ...                            \n",
       " 30                  产品经理（健康监测方向）  ...                     HRBP   \n",
       " 31                         产品工程师  ...                   高级招聘专员   \n",
       " 32                          产品企划  ...                     招聘主管   \n",
       " 33                          产品主管  ...                     招聘经理   \n",
       " 34                        产品品牌经理  ...                     猎头顾问   \n",
       " 35  Product Executive - Foot Joy  ...                       HR   \n",
       " 36                          产品经理  ...                            \n",
       " 37                        医疗产品经理  ...                     猎头顾问   \n",
       " 38                        产品经理助理  ...                     猎头顾问   \n",
       " 39                         产品工程师  ...                     招聘专员   \n",
       " \n",
       "                recruiter.recruiterId          recruiter.recruiterPhoto  \\\n",
       " 0   f0269570211d3c9c2061e4a9dd776716   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 1   d13a83361847a371f9388b5eec7027df  62a6abcc3d65642b15f14a2304u.jpeg   \n",
       " 2   a89f15a497fbba0aa6bdee278f7f1bd4   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 3   f25be688f82b29a57b89b5e5a05880ac   5ab1f3388e50636470f6df2305a.jpg   \n",
       " 4   5f625f7026a586c88bb60ec010746b39   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 5   4476591a8376c9332ca75016d6797458   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 6   800eba8c6ea959f208726160f0685454   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 7   b4f3fa5cddc42184404fb0907873171d   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 8   5f02d2239694522c2e507006a5ba8673   610cf5fe0497a204e411c34402u.png   \n",
       " 9   7176dca684655a8235164d3859df21e6   61e6635a9874dd45648b0c1802u.jpg   \n",
       " 10  0d840d1e1aa41a55be5500800f0d58cc   605950bdebb6c74e78d3963c04u.jpg   \n",
       " 11  b263dfa4a236051e7318c488c27b5708   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 12  102cc31c739fda82e500b75e00d1b7fb   54d1e7ab712e7147fd810f1702c.gif   \n",
       " 13  b3039a78497ed8e5c9d484f3af3c70a8   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 14  6e0e0b3a07d5598eb78c6fa749dcd8c5   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 15  9dad043a7bf88597fa35dd2fe8da2942   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 16  ced3dc843bf47944987a2b4e63ada2af   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 17  dc19d2ee1f13636b10ba5fb5062777c0   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 18  c366a1775204dfde4ac8f24ad78bb886   62e2a5f425b5ea398bf7ff2308u.jpg   \n",
       " 19  293883f72713158c3ee7112c478aaa52   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 20  1c9d84055a6616f45e20d85bb3ccbbe6   58d3197c70321f8a8b3aeda805a.jpg   \n",
       " 21  42f565b1988a190771813721d4c3f470   5f8f986aea60860b75384fab08u.jpg   \n",
       " 22  5c79cc8af5db5675153f6087dea816ba   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 23  a3310e72d8fe14df390c64d9f9bd9e65   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 24  573ca466a5f1919810031eeef61ff37a   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 25  e823850f8dea1f469570b2fc2c925bfd   594cc70070323cc6a2dc4fb804a.jpg   \n",
       " 26  bb7f462060212155d65be5ee28a8e0ab   6243c53c57cde71872efb13705u.png   \n",
       " 27  6afccbe9c5d44196dc504c0546c9169d   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 28  7b6372a9710253a9387b50c86f2d9b4b   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 29  182288676faa53179d78c5f1f87cc883   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 30  5d79f666319b7e468d7cd2bbc7b9932a   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 31  2db1e2c43468569af76e92b16b252fd6   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 32  c435c31ca3a41c5b31ebbf346953ec4d   62d7d4e16cf023528ae5588e06u.png   \n",
       " 33  c4dc264bb1a3dd249ad6c64d4f57283d   6331415cfbee3d581c5944a802u.png   \n",
       " 34  bf02d4419f108c8975c12e037908597c   645b6859d32fd23e7617f6e203u.png   \n",
       " 35  dd1511799df49a175b092bfc5c14ee90   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 36  237d930a8e441bc8685bbc854c364082   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 37  6058265ddf63380f0e4b870f93aee1d8   5f8fa3a9dfb13a7dee343d4808u.png   \n",
       " 38  c0612d3bdc76dee815ac0338f792bb74   5f8fa3a9dfb13a7dee343d4808u.png   \n",
       " 39  f6fe927ac4d2c034e30840b614645a2b   5f8f98698dbe6273dcf8516008u.jpg   \n",
       " \n",
       "     comp.compScale comp.compId       comp.compName  \\\n",
       " 0                   12462119.0       深圳市贵氏汉方实业有限公司   \n",
       " 1         500-999人         NaN         某深圳大型智能硬件公司   \n",
       " 2         100-499人  12785895.0       汕头市欧堡智能电器有限公司   \n",
       " 3         10000人以上         NaN           某国内制药上市公司   \n",
       " 4       1000-2000人   7926162.0       桂林优利特医疗电子有限公司   \n",
       " 5       1000-2000人   9797109.0      深圳市杰普特光电股份有限公司   \n",
       " 6         10000人以上  12331203.0                荣耀终端   \n",
       " 7         100-499人    171782.0               卓越经理人   \n",
       " 8           50-99人  12873077.0       深圳特沃德环保科技有限公司   \n",
       " 9         100-499人         NaN          某电气机械/器材公司   \n",
       " 10      1000-2000人         NaN             某电子商务公司   \n",
       " 11        500-999人  12806527.0       深圳市金畅创新技术有限公司   \n",
       " 12      2000-5000人   8143143.0                华泰证券   \n",
       " 13        100-499人   8293179.0         深圳市灵珞车品有限公司   \n",
       " 14          50-99人  12339211.0     深圳市美林医疗器械科技有限公司   \n",
       " 15          50-99人  12518769.0             EHSCity   \n",
       " 16          50-99人  10159277.0               艾斯维科技   \n",
       " 17      2000-5000人   9497008.0         伊戈尔电气股份有限公司   \n",
       " 18        100-499人         NaN           某深圳电子商务公司   \n",
       " 19           1-49人  12256001.0      深圳市品和汇农业发展有限公司   \n",
       " 20     5000-10000人   5321505.0                华润博雅   \n",
       " 21      1000-2000人   9720613.0       深圳市海柔创新科技有限公司   \n",
       " 22           1-49人   8493740.0         深圳市研越科技有限公司   \n",
       " 23          50-99人   8293980.0         深圳爱卓软科技有限公司   \n",
       " 24           1-49人  12923265.0        深圳玖瑞电子商务有限公司   \n",
       " 25        10000人以上   5018801.0                跨越速运   \n",
       " 26      1000-2000人         NaN  某深圳大型电子/半导体/集成电路公司   \n",
       " 27          50-99人  12734605.0         深圳和众创科技有限公司   \n",
       " 28          50-99人  12164851.0      易宝严选科技(深圳)有限公司   \n",
       " 29        100-499人  13342883.0       深圳市智创一切科技有限公司   \n",
       " 30      1000-2000人   8951161.0         深圳市晨北科技有限公司   \n",
       " 31      1000-2000人   8105069.0        深圳市爱德泰科技有限公司   \n",
       " 32        100-499人  13240899.0        广东花至美容科技有限公司   \n",
       " 33     5000-10000人   5067362.0         今麦郎饮品股份有限公司   \n",
       " 34      2000-5000人         NaN             某知名快消公司   \n",
       " 35        100-499人   9737589.0  高仕利高尔夫用品贸易(深圳)有限公司   \n",
       " 36      2000-5000人   8010374.0       高新兴科技集团股份有限公司   \n",
       " 37                         NaN               某知名公司   \n",
       " 38        10000人以上         NaN       某上海大型专业技术服务公司   \n",
       " 39      1000-2000人   9259394.0                绿联科技   \n",
       " \n",
       "                       comp.compLogo                                 comp.link  \\\n",
       " 0   61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/12462119/   \n",
       " 1   60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 2   61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/12785895/   \n",
       " 3   60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 4   646d6aecb0533b6b9a7d2d7702u.png   https://www.liepin.com/company/7926162/   \n",
       " 5   5cff1a689fae687d43894bb106u.png   https://www.liepin.com/company/9797109/   \n",
       " 6   625e575536b7b736d2bf860a04u.png  https://www.liepin.com/company/12331203/   \n",
       " 7   5bfe9d2574719d2aa34b540d03a.png    https://www.liepin.com/company/171782/   \n",
       " 8   61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/12873077/   \n",
       " 9   60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 10  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 11  60da786446cf63207bf9467002u.png  https://www.liepin.com/company/12806527/   \n",
       " 12  5bfe961874719df0ac98f4ad03a.png   https://www.liepin.com/company/8143143/   \n",
       " 13  5f228d0513bca4465f1ef2f003u.png   https://www.liepin.com/company/8293179/   \n",
       " 14  637b238ef34852034ca7750704u.png  https://www.liepin.com/company/12339211/   \n",
       " 15  5fedac06bebf7311a41cc9b307u.png  https://www.liepin.com/company/12518769/   \n",
       " 16  5fbb5fa1bcd8147208759e2d01u.png  https://www.liepin.com/company/10159277/   \n",
       " 17  5bfe997c74719df0ac99a4d203a.png   https://www.liepin.com/company/9497008/   \n",
       " 18  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 19  61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/12256001/   \n",
       " 20  623d1dade6a99a4235a5121d04u.png   https://www.liepin.com/company/5321505/   \n",
       " 21  5e733c628290a17b1440b74f03u.png   https://www.liepin.com/company/9720613/   \n",
       " 22  61b07937d0458d53c627567e02u.jpg   https://www.liepin.com/company/8493740/   \n",
       " 23  61b07937d0458d53c627567e02u.jpg   https://www.liepin.com/company/8293980/   \n",
       " 24  61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/12923265/   \n",
       " 25  5bfe9c5074719df0ac9a305103a.png   https://www.liepin.com/company/5018801/   \n",
       " 26  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 27  61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/12734605/   \n",
       " 28  61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/12164851/   \n",
       " 29  61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/13342883/   \n",
       " 30  5fe990ce3059cc17bf2d513006u.png   https://www.liepin.com/company/8951161/   \n",
       " 31  5ad862bc8e50555968cd822204a.png   https://www.liepin.com/company/8105069/   \n",
       " 32  62ac4ef1787944181c34c1e006u.png  https://www.liepin.com/company/13240899/   \n",
       " 33  5bfe936274719d9f609a9c0403a.png   https://www.liepin.com/company/5067362/   \n",
       " 34  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 35  61b07937d0458d53c627567e02u.jpg   https://www.liepin.com/company/9737589/   \n",
       " 36  58da3d3d7032bfe7c3ed63ea05a.jpg   https://www.liepin.com/company/8010374/   \n",
       " 37  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 38  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 39  5f4c5d989d37de587963262b07u.png   https://www.liepin.com/company/9259394/   \n",
       " \n",
       "    comp.compStage comp.compIndustry  \n",
       " 0             NaN               NaN  \n",
       " 1           D轮及以上              智能硬件  \n",
       " 2             NaN               NaN  \n",
       " 3             已上市                制药  \n",
       " 4           融资未公开             批发/零售  \n",
       " 5             已上市       电子/半导体/集成电路  \n",
       " 6              其他              通信设备  \n",
       " 7             NaN              培训服务  \n",
       " 8             NaN            专业技术服务  \n",
       " 9           融资未公开           电气机械/器材  \n",
       " 10          D轮及以上              电子商务  \n",
       " 11            NaN               互联网  \n",
       " 12            已上市          基金/证券/期货  \n",
       " 13          融资未公开              其他行业  \n",
       " 14            NaN             批发/零售  \n",
       " 15            NaN              咨询服务  \n",
       " 16            NaN            贸易/进出口  \n",
       " 17         沪深A股上市           电气机械/器材  \n",
       " 18          融资未公开              电子商务  \n",
       " 19          融资未公开             批发/零售  \n",
       " 20         沪深A股上市                制药  \n",
       " 21            NaN              智能硬件  \n",
       " 22          融资未公开             计算机硬件  \n",
       " 23          融资未公开               互联网  \n",
       " 24            NaN             批发/零售  \n",
       " 25            NaN          货运/物流/仓储  \n",
       " 26             B轮       电子/半导体/集成电路  \n",
       " 27          融资未公开             计算机软件  \n",
       " 28            NaN             批发/零售  \n",
       " 29            NaN              电子商务  \n",
       " 30            NaN              智能硬件  \n",
       " 31            NaN              通信设备  \n",
       " 32            NaN              智能硬件  \n",
       " 33            NaN          食品/饮料/酒水  \n",
       " 34          融资未公开          食品/饮料/日化  \n",
       " 35            NaN          服装/纺织/皮革  \n",
       " 36          创业板上市              IT服务  \n",
       " 37            NaN               NaN  \n",
       " 38          融资未公开            专业技术服务  \n",
       " 39          融资未公开              电子商务  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 1   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 2   %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 3   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 4   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 5   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 6   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 7   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 8   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 9   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 10  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 11  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 12  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 13  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 14  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 15  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 16  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 17  %7B%22jobKind%22%3A%225%22%2C%22ckId%22%3A%22h...   \n",
       " 18  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 19  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 20  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 21  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 22  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 23  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 24  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 25  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 26  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 27  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 28  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 29  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 30  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 31  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 32  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 33  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 34  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 35  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 36  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 37  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 38  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 39  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobKind\":\"2\",\"recruiterName\":\"古女士\",\"jobId\":\"...   \n",
       " 1   {\"jobKind\":\"2\",\"recruiterName\":\"叶女士\",\"jobId\":\"...   \n",
       " 2   {\"jobKind\":\"1\",\"recruiterName\":\"段女士\",\"jobId\":\"...   \n",
       " 3   {\"jobKind\":\"2\",\"recruiterName\":\"秦女士\",\"jobId\":\"...   \n",
       " 4   {\"jobKind\":\"2\",\"recruiterName\":\"林女士\",\"jobId\":\"...   \n",
       " 5   {\"jobKind\":\"2\",\"recruiterName\":\"蔡女士\",\"jobId\":\"...   \n",
       " 6   {\"jobKind\":\"2\",\"recruiterName\":\"欧女士\",\"jobId\":\"...   \n",
       " 7   {\"jobKind\":\"2\",\"recruiterName\":\"石女士\",\"jobId\":\"...   \n",
       " 8   {\"jobKind\":\"2\",\"recruiterName\":\"胡女士\",\"jobId\":\"...   \n",
       " 9   {\"jobKind\":\"2\",\"recruiterName\":\"辛女士\",\"jobId\":\"...   \n",
       " 10  {\"jobKind\":\"2\",\"recruiterName\":\"魏女士\",\"jobId\":\"...   \n",
       " 11  {\"jobKind\":\"1\",\"recruiterName\":\"农女士\",\"jobId\":\"...   \n",
       " 12  {\"jobKind\":\"2\",\"recruiterName\":\"黄先生\",\"jobId\":\"...   \n",
       " 13  {\"jobKind\":\"2\",\"recruiterName\":\"向女士\",\"jobId\":\"...   \n",
       " 14  {\"jobKind\":\"2\",\"recruiterName\":\"谢先生\",\"jobId\":\"...   \n",
       " 15  {\"jobKind\":\"2\",\"recruiterName\":\"邹女士\",\"jobId\":\"...   \n",
       " 16  {\"jobKind\":\"2\",\"recruiterName\":\"曹先生\",\"jobId\":\"...   \n",
       " 17  {\"jobKind\":\"5\",\"recruiterName\":\"孙宇琴\",\"jobId\":\"...   \n",
       " 18  {\"jobKind\":\"1\",\"recruiterName\":\"辛先生\",\"jobId\":\"...   \n",
       " 19  {\"jobKind\":\"2\",\"recruiterName\":\"段女士\",\"jobId\":\"...   \n",
       " 20  {\"jobKind\":\"2\",\"recruiterName\":\"杨女士\",\"jobId\":\"...   \n",
       " 21  {\"jobKind\":\"2\",\"recruiterName\":\"李女士\",\"jobId\":\"...   \n",
       " 22  {\"jobKind\":\"2\",\"recruiterName\":\"胡先生\",\"jobId\":\"...   \n",
       " 23  {\"jobKind\":\"2\",\"recruiterName\":\"陈女士\",\"jobId\":\"...   \n",
       " 24  {\"jobKind\":\"1\",\"recruiterName\":\"王先生\",\"jobId\":\"...   \n",
       " 25  {\"jobKind\":\"2\",\"recruiterName\":\"谢先生\",\"jobId\":\"...   \n",
       " 26  {\"jobKind\":\"2\",\"recruiterName\":\"张先生\",\"jobId\":\"...   \n",
       " 27  {\"jobKind\":\"2\",\"recruiterName\":\"梁女士\",\"jobId\":\"...   \n",
       " 28  {\"jobKind\":\"2\",\"recruiterName\":\"王先生\",\"jobId\":\"...   \n",
       " 29  {\"jobKind\":\"1\",\"recruiterName\":\"苟女士\",\"jobId\":\"...   \n",
       " 30  {\"jobKind\":\"2\",\"recruiterName\":\"李先生\",\"jobId\":\"...   \n",
       " 31  {\"jobKind\":\"2\",\"recruiterName\":\"谷女士\",\"jobId\":\"...   \n",
       " 32  {\"jobKind\":\"2\",\"recruiterName\":\"左先生\",\"jobId\":\"...   \n",
       " 33  {\"jobKind\":\"2\",\"recruiterName\":\"曹先生\",\"jobId\":\"...   \n",
       " 34  {\"jobKind\":\"1\",\"recruiterName\":\"李先生\",\"jobId\":\"...   \n",
       " 35  {\"jobKind\":\"2\",\"recruiterName\":\"陈女士\",\"jobId\":\"...   \n",
       " 36  {\"jobKind\":\"2\",\"recruiterName\":\"吴女士\",\"jobId\":\"...   \n",
       " 37  {\"jobKind\":\"2\",\"recruiterName\":\"徐女士\",\"jobId\":\"...   \n",
       " 38  {\"jobKind\":\"2\",\"recruiterName\":\"陈女士\",\"jobId\":\"...   \n",
       " 39  {\"jobKind\":\"2\",\"recruiterName\":\"付先生\",\"jobId\":\"...   \n",
       " \n",
       "                                            job.labels job.jobKind  \\\n",
       " 0                                  [采购助理, 开发助理, 采购跟单]           2   \n",
       " 1                                        [硬件产品, 家居产品]           2   \n",
       " 2                [SaaS产品, IT互联网, 计算机软件, to B, web端产品]           1   \n",
       " 3                                          [皮革/纺织/服装]           2   \n",
       " 4   [Photoshop, 3DMAX, CorelDRAW, 平面设计, 美术设计, 展示设计...           2   \n",
       " 5                    [产品设计, 英语翻译, 数据产品, axure, xmind]           2   \n",
       " 6                                       [交互设计, Pro/E]           2   \n",
       " 7                 [to C, 医疗设备/器械, 产品规划, web端产品, 团队管理]           2   \n",
       " 8   [产品规划, 硬件产品, 智能硬件, 硬件系统集成, 电子/半导体/集成电路, to B, ...           2   \n",
       " 9          [市场调研, 数据分析, 产品规划, 产品运营, 产品优化, 产品经理, 产品专员]           2   \n",
       " 10                                             [海外产品]           2   \n",
       " 11  [智能硬件, O2O, 消费品, to C, to B, 产品规划, 用户研究, 产品设计,...           1   \n",
       " 12                                       [产品规划, 团队管理]           2   \n",
       " 13                                                 []           2   \n",
       " 14                                       [产品管理, 产品规划]           2   \n",
       " 15                                             [产品规划]           2   \n",
       " 16  [硬件产品, 客户端产品, 智能硬件, 硬件系统集成, 电子/半导体/集成电路, 房地产行业...           2   \n",
       " 17                                                 []           5   \n",
       " 18  [数据产品, 供应链产品, 客户端产品, 硬件产品, 定价/竞价产品, 硬件系统集成, 电子...           1   \n",
       " 19                                             [医药企业]           2   \n",
       " 20  [工具产品, 医疗行业, 工艺品/收藏品, 产品规划, 竞品分析, 需求挖掘, 市场调研, ...           2   \n",
       " 21  [广告产品, 工具产品, 数据产品, 广告行业, 产品优化, 市场调研, 数据分析, 产品规...           2   \n",
       " 22                           [海外产品, 用户研究, 产品优化, 数据挖掘]           2   \n",
       " 23               [电商产品, to C, 产品规划, 需求分析, 市场调研, 竞品分析]           2   \n",
       " 24  [竞品分析, 推荐产品, 搜索产品, 电商产品, 海外产品, IT互联网, to B, to...           1   \n",
       " 25                              [ivd行业, 产品专员, 医疗器械行业]           2   \n",
       " 26                                            [新产品导入]           2   \n",
       " 27                                             [跨境电商]           2   \n",
       " 28                                     [珠宝买手, 珠宝产品开发]           2   \n",
       " 29               [家电行业, to C, Axure, 产品规划, 市场调研, 消费品]           1   \n",
       " 30  [平台产品, 社区产品, 智慧城市, 产品设计, 产品规划, 墨刀, Visio, Axur...           2   \n",
       " 31   [硬件产品, 需求分析, 用户研究, 竞品分析, 产品优化, 数据分析, 市场调研, 海外产品]           2   \n",
       " 32                                      [axure, 需求分析]           2   \n",
       " 33  [数据产品, 商业产品, 金融行业, IT互联网, 产品规划, 用户研究, 产品设计, 数据...           2   \n",
       " 34  [工具产品, 医疗行业, 工艺品/收藏品, 产品规划, 需求挖掘, 市场调研, 竞品分析, ...           1   \n",
       " 35             [eBay平台, 海外仓, 产品开发专员, 家居类, 照明类, LED照明]           2   \n",
       " 36                                       [内容产品, to B]           2   \n",
       " 37  [AI人工智能产品, 人工智能, 用户研究, 产品规划, 市场调研, 产品设计, 竞品分析,...           2   \n",
       " 38  [电商产品, 工具产品, 平台产品, 数据产品, 电子商务, 跨境电商, 市场调研, 用户研...           2   \n",
       " 39                                                 []           2   \n",
       " \n",
       "    job.refreshTime                                     job.dataPromId  \\\n",
       " 0   20221206151748  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 1   20220224172940  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 2   20230529100443  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 3   20230519153946  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 4   20221102123650  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 5   20210914172021  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 6   20210820152438  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 7   20230517104148  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 8   20230601175603  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 9   20220614092550  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 10  20230529111449  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 11  20230601115712  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 12  20230413134756  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 13  20230327095449  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 14  20230517102457  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 15  20230531134653  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 16  20230516175510  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 17  20230302134226  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 18  20230531161808  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 19  20220210140120  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 20  20230530113714  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 21  20230404142426  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 22  20230524094307  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 23  20230309170342  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 24  20230509165644  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 25  20230410143555  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 26  20230214154642  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 27  20220711160450  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 28  20230304150016  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 29  20230316161323  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 30  20220803113805  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 31  20230529153004  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 32  20210831172622  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 33  20220511090658  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 34  20230602090030  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 35  20230426155053  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 36  20230602103431  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 37  20230601114513  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 38  20230423152732  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 39  20191012125151  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " \n",
       "                job.title  job.salary  job.dq job.jobId  ...  \\\n",
       " 0              产品助理/开发助理        7-9k  深圳-龙华区  54910591  ...   \n",
       " 1                   产品经理      20-30k  深圳-南山区  47452089  ...   \n",
       " 2          产品经理（氚云）/（云枢）      40-60k      深圳  46468651  ...   \n",
       " 3                   商品专员       7-10k  深圳-福田区  54714731  ...   \n",
       " 4          产品美工/产品美术设计助理        4-8k  深圳-福田区  50885997  ...   \n",
       " 5                 海外产品助理      15-20k      深圳  43234979  ...   \n",
       " 6                助理产品工程师      12-20k      深圳  42406699  ...   \n",
       " 7       产品工程师 (MJ000061)      14-25k  深圳-光明区  58612333  ...   \n",
       " 8                   产品经理      15-25k  深圳-光明区  59024817  ...   \n",
       " 9                   产品专员      10-15k      深圳  44777917  ...   \n",
       " 10               海外仓产品专员       8-13k      深圳  54831495  ...   \n",
       " 11                资深产品经理      30-50k      深圳  45947123  ...   \n",
       " 12    产品经理（户外/厨房）(V2920)  18-30k·13薪  深圳-龙华区  57776927  ...   \n",
       " 13                零售产品助理        6-8k  深圳-福田区  53910243  ...   \n",
       " 14      产品工程师 (MJ000059)  11-16k·16薪      深圳  58611031  ...   \n",
       " 15          产品工程师/主管（耳机）  15-25k·13薪  深圳-龙华区  57159937  ...   \n",
       " 16            产品经理（终端产品）      25-50k  深圳-宝安区  58600373  ...   \n",
       " 17                新品产品经理      25-15k      深圳     98019  ...   \n",
       " 18               产品经理-厨电      21-35k  深圳-南山区  44704513  ...   \n",
       " 19                助理产品经理  10-15k·14薪  深圳-南山区  46893461  ...   \n",
       " 20                  产品经理      10-20k      深圳  55354639  ...   \n",
       " 21                3C产品专员      10-15k  深圳-宝安区  57507579  ...   \n",
       " 22                  产品经理      12-14k  深圳-南山区  58217667  ...   \n",
       " 23               亚马逊产品开发       8-23k  深圳-龙华区  53902081  ...   \n",
       " 24               互联网产品专员  15-25k·13薪  深圳-宝安区  45739325  ...   \n",
       " 25              国际市场产品专员  11-18k·16薪      深圳  57661667  ...   \n",
       " 26             项目管理高级工程师       8-12k  深圳-宝安区  53218279  ...   \n",
       " 27               产品专员/助理      15-18k  深圳-龙华区  51026755  ...   \n",
       " 28                珠宝产品开发        6-9k  深圳-龙岗区  46986005  ...   \n",
       " 29                  产品经理  20-40k·15薪  深圳-南山区  44473833  ...   \n",
       " 30                  产品经理      20-30k      深圳  51606715  ...   \n",
       " 31               高级产品工程师      15-25k  深圳-光明区  58919463  ...   \n",
       " 32               产品、项目经理      10-20k  深圳-龙华区  38504743  ...   \n",
       " 33               数字化产品经理      25-35k  深圳-福田区  46340085  ...   \n",
       " 34                  产品经理      15-20k  深圳-宝安区  46537897  ...   \n",
       " 35  eBay产品开发.深圳［双休 /近地铁］       7-10k  深圳-龙岗区  58154063  ...   \n",
       " 36                高级产品专员      10-15k  深圳-南山区  57922821  ...   \n",
       " 37              产品经理（耳机）  20-30k·15薪  深圳-南山区  58856185  ...   \n",
       " 38                产品开发专员       8-12k      深圳  57970163  ...   \n",
       " 39               产品专员/助理       8-12k  深圳-龙岗区  23174441  ...   \n",
       " \n",
       "     recruiter.imUserType             recruiter.recruiterId  \\\n",
       " 0                      2  976b4b07e78ab89577b78cce20039f55   \n",
       " 1                      2  c7daacda3a406dca7917cfee3b60858c   \n",
       " 2                      2  7e5fc8aa44a03e6904a8674f1a703534   \n",
       " 3                      2  94391f6cc1c95f2d5c9da5a75a0bf704   \n",
       " 4                      2  966333653d4d8c677ad285a740f744cf   \n",
       " 5                      2  b43cc2eb1826b7ee68dfe5a71245f574   \n",
       " 6                      2  dd69d3eb69e5c01f4e43f298f080ff67   \n",
       " 7                      2  0d86215fee3617fa1bf25071e3478d8f   \n",
       " 8                      2  7886baf8d018cd821a34c61adf4ea444   \n",
       " 9                      2  4273ae457d3467bb1bfe575cd45dfb24   \n",
       " 10                     2  4eb21f8e1ff838aea6dee2e8e910f73b   \n",
       " 11                     2  9b59e883f0858231cef2f8ed377d53a0   \n",
       " 12                     2  c854b0346df509356044908ba2fbfbbc   \n",
       " 13                     2  5a3d42ccbdf7c0b9aaafa2a71bdb77d8   \n",
       " 14                     2  2d57df8a11d90ef8e523e79fee455086   \n",
       " 15                     2  172b6b6051fbf4032f8b9a61c3b7839a   \n",
       " 16                     2  260576aa3cd37fe727b24b35e9f55763   \n",
       " 17                   NaN                                     \n",
       " 18                     2  86600f0f1b7776b048b6ee3b53008154   \n",
       " 19                     2  2a63db2199aac72cd6afd3ae4e65030d   \n",
       " 20                     2  bebefe9b552ea9e57222562385289afe   \n",
       " 21                     2  4610437979575fd2ba1bfe7c6027725d   \n",
       " 22                     2  fa61a903a76264703d9787f647c2f9ad   \n",
       " 23                     2  3774b590f1c602b8ab9aa8b1edd8028f   \n",
       " 24                     2  0c5959222231da04f287f322e8fe83d5   \n",
       " 25                     2  2d57df8a11d90ef8e523e79fee455086   \n",
       " 26                     2  261ddb11dda214156fbaf6c295af63bf   \n",
       " 27                     2  3f2dd2e9361b984239d2ac33dae2a60c   \n",
       " 28                     2  9e3db7d9f332998b150d28c2f185de9a   \n",
       " 29                     2  a8c60bda08019a17219ce7f13fec765a   \n",
       " 30                     2  66af6d5b8e9990eae2cf5bdfbd47197d   \n",
       " 31                     2  4bd64f1c199eee842c22937197d6a8d9   \n",
       " 32                     2  9a05028cc497acaf86bb2ceec085584d   \n",
       " 33                     2  34fd9bf8d278317f6c58dd3917aa4151   \n",
       " 34                     2  80807d6f577b1ce09427a472caf7b532   \n",
       " 35                     2  baf0b109ffdc7807fef051cd94172e13   \n",
       " 36                     2  e85278a6f80bffe81f1f0d43f23e31c7   \n",
       " 37                     2  8df7afa763156ce9a1f9858a43fec6a5   \n",
       " 38                     2  717ec89ce1122e5b57fa53ae3b818bd7   \n",
       " 39                     2  5527f903ad0f2f1a319538072cd912fa   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compStage  \\\n",
       " 0    5f8f9865ea60860b75384fa508u.jpg          融资未公开   \n",
       " 1    5f8f9863f6d1ab58476f246a08u.jpg             A轮   \n",
       " 2    60b83afbefb820007c03a10508u.png             C轮   \n",
       " 3    5f8f9865ea60860b75384fa508u.jpg           港股上市   \n",
       " 4    5f8f986779c7cc70efbf36c008u.jpg          融资未公开   \n",
       " 5    5f8f9865ea60860b75384fa508u.jpg            NaN   \n",
       " 6    5f8f9865ea60860b75384fa508u.jpg          创业板上市   \n",
       " 7    5f8f98648dbe6273dcf8515508u.jpg            天使轮   \n",
       " 8    5f8f9866dfb13a7dee342f1808u.jpg           战略投资   \n",
       " 9    5f8f98648dbe6273dcf8515508u.jpg            NaN   \n",
       " 10   5f8f9865ea60860b75384fa508u.jpg            NaN   \n",
       " 11   627a02bafc7651051f27218407u.png          不需要融资   \n",
       " 12   6322c1819398b63ba679e03a01u.png             C轮   \n",
       " 13   5f8f9863f6d1ab58476f246a08u.jpg             其他   \n",
       " 14   5f8f986bdfb13a7dee342f2108u.jpg            天使轮   \n",
       " 15   5f8f9863f6d1ab58476f246a08u.jpg          融资未公开   \n",
       " 16   5f8f9868f6d1ab58476f24a008u.jpg            NaN   \n",
       " 17   63fec98893f55f6d474c46b007u.jpg         沪深A股上市   \n",
       " 18   5cd10049501544662c68d37206u.jpg          融资未公开   \n",
       " 19   5f8f98648dbe6273dcf8515508u.jpg           港股上市   \n",
       " 20   5f8f9866dfb13a7dee342f1808u.jpg            NaN   \n",
       " 21   5f8f986779c7cc70efbf36c008u.jpg          融资未公开   \n",
       " 22   5f8f9868f6d1ab58476f24a008u.jpg            NaN   \n",
       " 23   5f8f9865ea60860b75384fa508u.jpg          融资未公开   \n",
       " 24   5f6807589d37de58797b7cc301u.jpg            NaN   \n",
       " 25   5f8f986bdfb13a7dee342f2108u.jpg            天使轮   \n",
       " 26   5f8f9868f6d1ab58476f24a008u.jpg         沪深A股上市   \n",
       " 27   5f8f986779c7cc70efbf36c008u.jpg             B轮   \n",
       " 28   5f8f9868f6d1ab58476f24a008u.jpg            NaN   \n",
       " 29   632150427cfe962fa1bd274204u.png          不需要融资   \n",
       " 30   5f8f986bdfb13a7dee342f2108u.jpg          融资未公开   \n",
       " 31   63ec3796b9753a51527def1308u.png            NaN   \n",
       " 32   5f8f986bdfb13a7dee342f2108u.jpg          融资未公开   \n",
       " 33   55b1940a0cf2ae966b0702e603a.png            已上市   \n",
       " 34  637490af5577b852c5ff459d03u.jpeg          融资未公开   \n",
       " 35   5f8f9863f6d1ab58476f246a08u.jpg          融资未公开   \n",
       " 36   5f8f9866dfb13a7dee342f1808u.jpg             A轮   \n",
       " 37   5f8f9866dfb13a7dee342f1808u.jpg            NaN   \n",
       " 38   5f8f9866dfb13a7dee342f1808u.jpg          融资未公开   \n",
       " 39   5f8f986aea60860b75384fab08u.jpg            NaN   \n",
       " \n",
       "                       comp.compLogo comp.compId     comp.compName  \\\n",
       " 0   61b07937d0458d53c627567e02u.jpg   8275831.0      深圳市天海蓝科技有限公司   \n",
       " 1   616cd4183244b502f7dcc18a03u.png  12477701.0      杭州小壹创新科技有限公司   \n",
       " 2   60e2fe0bf3df194a3c48adb502u.png         NaN        某深圳大型互联网公司   \n",
       " 3   605da587dda42235c20aca5201u.png  12183749.0            赢家时尚集团   \n",
       " 4   62cfd593e333d8014ebbf62104u.png  13260929.0            集智国际贸易   \n",
       " 5   61b07937d0458d53c627567e02u.jpg  12923377.0       深圳市璞鲥科技有限公司   \n",
       " 6   5bfe9d7974719d2aa34b63ea03a.png   7899003.0              福昕软件   \n",
       " 7   60b6e40a3cd88916c9da5b0d08u.png   4873513.0              帝迈生物   \n",
       " 8   6247e29b8b3085584724888906u.png   8902900.0     深圳市诺安智能股份有限公司   \n",
       " 9   61b07937d0458d53c627567e02u.jpg  12245759.0     深圳市神火户外用品有限公司   \n",
       " 10  5d6f57fc28021708fa3417f706u.png   8582879.0   深圳市九方通逊电商物流有限公司   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png         NaN       某深圳大型电子商务公司   \n",
       " 12  625fdd1ba0079c21ee093f5003u.png   9097273.0              致欧科技   \n",
       " 13  61b07937d0458d53c627567e02u.jpg  12814101.0      深圳市信联和商贸有限公司   \n",
       " 14  60b6e40a3cd88916c9da5b0d08u.png   4873513.0              帝迈生物   \n",
       " 15  5f4c5d989d37de587963262b07u.png   9259394.0              绿联科技   \n",
       " 16  5fc49f42d4cc8a25315ba1e201u.png  12309427.0        北京算能科技有限公司   \n",
       " 17  61b07937d0458d53c627567e02u.jpg   8776347.0     深圳市特发信息股份有限公司   \n",
       " 18  60e2fe0bf3df194a3c48adb502u.png         NaN        某深圳大型互联网公司   \n",
       " 19  5fbe1f82f5018765c03d929e01u.png   8671198.0      丽珠医药集团股份有限公司   \n",
       " 20  5bfe93d374719d9f609ab22103a.png   8696434.0  森骏卓越精密模具(深圳)有限公司   \n",
       " 21  61b07937d0458d53c627567e02u.jpg  13491701.0      美图科技(深圳)有限公司   \n",
       " 22  63be6192a039ea24988fc64901u.png  12723321.0     深圳市七布创新科技有限公司   \n",
       " 23  61b07937d0458d53c627567e02u.jpg  13350999.0   深圳市环球一百电子商务有限公司   \n",
       " 24  60e2fe0bf3df194a3c48adb502u.png         NaN             某知名公司   \n",
       " 25  60b6e40a3cd88916c9da5b0d08u.png   4873513.0              帝迈生物   \n",
       " 26  5ad558f78e50555968c9e01c04a.jpg   9303451.0    鹏鼎控股(深圳)股份有限公司   \n",
       " 27  61b07937d0458d53c627567e02u.jpg  12329773.0       深圳市晟嘉贸易有限公司   \n",
       " 28  647050391afd72196a922ed401u.png   7834000.0             梦金园珠宝   \n",
       " 29  60e2fe0bf3df194a3c48adb502u.png         NaN        某广州大型互联网公司   \n",
       " 30  61b07937d0458d53c627567e02u.jpg  13185095.0      北京软通智慧科技有限公司   \n",
       " 31  5bfe93a474719d9f609aa8dd03a.png   9261469.0      深圳市汉清达科技有限公司   \n",
       " 32  61b07937d0458d53c627567e02u.jpg  12709195.0     深圳市超级视觉科技有限公司   \n",
       " 33  5bfea04174719d2aa34bedf403a.png   1853715.0        国信证券股份有限公司   \n",
       " 34  60e2fe0bf3df194a3c48adb502u.png         NaN        某深圳机械/设备公司   \n",
       " 35  5f1a7661543a971969f84f4204u.jpg   5016756.0             柠檬树科技   \n",
       " 36  63996f40d6a7b14dfbd0bb9906u.png  13368053.0  中科睿极(深圳)医学科技有限公司   \n",
       " 37  5bfe9c0774719df0ac9a224803a.png   8105819.0              万魔声学   \n",
       " 38  5f1a7661543a971969f84f4204u.jpg   5016756.0             柠檬树科技   \n",
       " 39  5bfe9f9f74719d2aa34bce5e03a.png   7891695.0      深圳时资科技发展有限公司   \n",
       " \n",
       "    comp.compScale                                 comp.link  comp.compIndustry  \n",
       " 0        100-499人   https://www.liepin.com/company/8275831/               电子商务  \n",
       " 1        100-499人  https://www.liepin.com/company/12477701/               电子商务  \n",
       " 2        500-999人                                                          互联网  \n",
       " 3        10000人以上  https://www.liepin.com/company/12183749/           服装/纺织/皮革  \n",
       " 4        100-499人  https://www.liepin.com/company/13260929/             贸易/进出口  \n",
       " 5          50-99人  https://www.liepin.com/company/12923377/              计算机软件  \n",
       " 6        500-999人   https://www.liepin.com/company/7899003/              计算机软件  \n",
       " 7      1000-2000人   https://www.liepin.com/company/4873513/               医疗器械  \n",
       " 8        100-499人   https://www.liepin.com/company/8902900/               仪器仪表  \n",
       " 9        100-499人  https://www.liepin.com/company/12245759/        电子/半导体/集成电路  \n",
       " 10       100-499人   https://www.liepin.com/company/8582879/           货运/物流/仓储  \n",
       " 11    5000-10000人                                                         电子商务  \n",
       " 12     1000-2000人   https://www.liepin.com/company/9097273/               电子商务  \n",
       " 13         50-99人  https://www.liepin.com/company/12814101/            电气机械/器材  \n",
       " 14     1000-2000人   https://www.liepin.com/company/4873513/               医疗器械  \n",
       " 15     1000-2000人   https://www.liepin.com/company/9259394/               电子商务  \n",
       " 16       100-499人  https://www.liepin.com/company/12309427/              计算机软件  \n",
       " 17     2000-5000人                                       NaN               金属制品  \n",
       " 18     1000-2000人                                                         智能硬件  \n",
       " 19       10000人以上   https://www.liepin.com/company/8671198/                 制药  \n",
       " 20       100-499人   https://www.liepin.com/company/8696434/              机械/设备  \n",
       " 21         50-99人  https://www.liepin.com/company/13491701/               智能硬件  \n",
       " 22          1-49人  https://www.liepin.com/company/12723321/                互联网  \n",
       " 23         50-99人  https://www.liepin.com/company/13350999/               电子商务  \n",
       " 24          1-49人                                                       专业技术服务  \n",
       " 25     1000-2000人   https://www.liepin.com/company/4873513/               医疗器械  \n",
       " 26       10000人以上   https://www.liepin.com/company/9303451/        电子/半导体/集成电路  \n",
       " 27       100-499人  https://www.liepin.com/company/12329773/                互联网  \n",
       " 28     1000-2000人   https://www.liepin.com/company/7834000/                工艺品  \n",
       " 29       500-999人                                                          互联网  \n",
       " 30       500-999人  https://www.liepin.com/company/13185095/              计算机软件  \n",
       " 31     1000-2000人   https://www.liepin.com/company/9261469/              批发/零售  \n",
       " 32          1-49人  https://www.liepin.com/company/12709195/               人工智能  \n",
       " 33    5000-10000人   https://www.liepin.com/company/1853715/           基金/证券/期货  \n",
       " 34       100-499人                                                        机械/设备  \n",
       " 35       100-499人   https://www.liepin.com/company/5016756/             贸易/进出口  \n",
       " 36         50-99人  https://www.liepin.com/company/13368053/                互联网  \n",
       " 37       500-999人   https://www.liepin.com/company/8105819/        电子/半导体/集成电路  \n",
       " 38       100-499人   https://www.liepin.com/company/5016756/             贸易/进出口  \n",
       " 39          1-49人   https://www.liepin.com/company/7891695/            电气机械/器材  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"recruiterName\":\"郑女士\",\"jobKind\":\"2\",\"imId\":\"e...   \n",
       " 1   {\"recruiterName\":\"黄女士\",\"jobKind\":\"1\",\"imId\":\"2...   \n",
       " 2   {\"recruiterName\":\"田女士\",\"jobKind\":\"2\",\"imId\":\"9...   \n",
       " 3   {\"recruiterName\":\"麦女士\",\"jobKind\":\"2\",\"imId\":\"6...   \n",
       " 4   {\"recruiterName\":\"徐女士\",\"jobKind\":\"2\",\"imId\":\"6...   \n",
       " 5   {\"recruiterName\":\"余先生\",\"jobKind\":\"1\",\"imId\":\"2...   \n",
       " 6   {\"recruiterName\":\"莫女士\",\"jobKind\":\"1\",\"imId\":\"0...   \n",
       " 7   {\"recruiterName\":\"王女士\",\"jobKind\":\"2\",\"imId\":\"a...   \n",
       " 8   {\"recruiterName\":\"鲁先生\",\"jobKind\":\"2\",\"imId\":\"3...   \n",
       " 9   {\"recruiterName\":\"胡先生\",\"jobKind\":\"2\",\"imId\":\"7...   \n",
       " 10  {\"recruiterName\":\"莫女士\",\"jobKind\":\"1\",\"imId\":\"9...   \n",
       " 11  {\"recruiterName\":\"胡女士\",\"jobKind\":\"1\",\"imId\":\"1...   \n",
       " 12  {\"recruiterName\":\"白女士\",\"jobKind\":\"1\",\"imId\":\"7...   \n",
       " 13  {\"recruiterName\":\"龚女士\",\"jobKind\":\"1\",\"imId\":\"a...   \n",
       " 14  {\"recruiterName\":\"陈先生\",\"jobKind\":\"1\",\"imId\":\"0...   \n",
       " 15  {\"recruiterName\":\"董女士\",\"jobKind\":\"1\",\"imId\":\"8...   \n",
       " 16  {\"recruiterName\":\"邢女士\",\"jobKind\":\"2\",\"imId\":\"0...   \n",
       " 17  {\"recruiterName\":\"李先生\",\"jobKind\":\"2\",\"imId\":\"0...   \n",
       " 18  {\"recruiterName\":\"唐女士\",\"jobKind\":\"2\",\"imId\":\"9...   \n",
       " 19  {\"recruiterName\":\"张先生\",\"jobKind\":\"2\",\"imId\":\"c...   \n",
       " 20  {\"recruiterName\":\"钟女士\",\"jobKind\":\"2\",\"imId\":\"8...   \n",
       " 21  {\"recruiterName\":\"梅先生\",\"jobKind\":\"2\",\"imId\":\"f...   \n",
       " 22  {\"recruiterName\":\"赵先生\",\"jobKind\":\"1\",\"imId\":\"3...   \n",
       " 23  {\"recruiterName\":\"王女士\",\"jobKind\":\"1\",\"imId\":\"b...   \n",
       " 24  {\"recruiterName\":\"王先生\",\"jobKind\":\"1\",\"imId\":\"1...   \n",
       " 25  {\"recruiterName\":\"周女士\",\"jobKind\":\"2\",\"imId\":\"5...   \n",
       " 26  {\"recruiterName\":\"梅先生\",\"jobKind\":\"1\",\"imId\":\"c...   \n",
       " 27  {\"recruiterName\":\"辛女士\",\"jobKind\":\"2\",\"imId\":\"1...   \n",
       " 28  {\"recruiterName\":\"覃女士\",\"jobKind\":\"2\",\"imId\":\"6...   \n",
       " 29  {\"recruiterName\":\"吴先生\",\"jobKind\":\"2\",\"imId\":\"1...   \n",
       " 30  {\"recruiterName\":\"凌女士\",\"jobKind\":\"2\",\"imId\":\"a...   \n",
       " 31  {\"recruiterName\":\"潘女士\",\"jobKind\":\"1\",\"imId\":\"c...   \n",
       " 32  {\"recruiterName\":\"代女士\",\"jobKind\":\"2\",\"imId\":\"d...   \n",
       " 33  {\"recruiterName\":\"郁女士\",\"jobKind\":\"1\",\"imId\":\"f...   \n",
       " 34  {\"recruiterName\":\"袁女士\",\"jobKind\":\"2\",\"imId\":\"4...   \n",
       " 35  {\"recruiterName\":\"赖女士\",\"jobKind\":\"2\",\"imId\":\"4...   \n",
       " 36  {\"recruiterName\":\"马女士\",\"jobKind\":\"2\",\"imId\":\"4...   \n",
       " 37  {\"recruiterName\":\"谢先生\",\"jobKind\":\"2\",\"imId\":\"3...   \n",
       " 38  {\"recruiterName\":\"李女士\",\"jobKind\":\"2\",\"imId\":\"b...   \n",
       " 39  {\"recruiterName\":\"陈先生\",\"jobKind\":\"2\",\"imId\":\"e...   \n",
       " \n",
       "                                              dataInfo recruiter.recruiterName  \\\n",
       " 0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     郑女士   \n",
       " 1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     黄女士   \n",
       " 2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     田女士   \n",
       " 3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     麦女士   \n",
       " 4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     徐女士   \n",
       " 5   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     余先生   \n",
       " 6   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     莫女士   \n",
       " 7   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     王女士   \n",
       " 8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     鲁先生   \n",
       " 9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     胡先生   \n",
       " 10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     莫女士   \n",
       " 11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     胡女士   \n",
       " 12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     白女士   \n",
       " 13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     龚女士   \n",
       " 14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     陈先生   \n",
       " 15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     董女士   \n",
       " 16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     邢女士   \n",
       " 17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     李先生   \n",
       " 18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     唐女士   \n",
       " 19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     张先生   \n",
       " 20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     钟女士   \n",
       " 21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     梅先生   \n",
       " 22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     赵先生   \n",
       " 23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     王女士   \n",
       " 24  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     王先生   \n",
       " 25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     周女士   \n",
       " 26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     梅先生   \n",
       " 27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     辛女士   \n",
       " 28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     覃女士   \n",
       " 29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     吴先生   \n",
       " 30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     凌女士   \n",
       " 31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     潘女士   \n",
       " 32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     代女士   \n",
       " 33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     郁女士   \n",
       " 34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     袁女士   \n",
       " 35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     赖女士   \n",
       " 36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     马女士   \n",
       " 37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     谢先生   \n",
       " 38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     李女士   \n",
       " 39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     陈先生   \n",
       " \n",
       "    recruiter.recruiterTitle                    recruiter.imId  \\\n",
       " 0                      招聘专员  e5872387894754d01e23155a80de98b0   \n",
       " 1                      猎头顾问  25f6aa3cf82c18760248b49a5f69c10f   \n",
       " 2              人力资源伙伴(HRBP)  9d86fc531631c768c6ad1568e455f51a   \n",
       " 3                      人事经理  62fba9a62313e898db286ab5a8a082c5   \n",
       " 4              人力资源伙伴(HRBP)  6d32d9b53531280e4b595caf25f6eb7a   \n",
       " 5                      猎头顾问  2a5bc7b8e4e1ded1d12f921d5fc264ba   \n",
       " 6                      猎头顾问  0557a510dc7b190f73ea3114a5fc2d96   \n",
       " 7                      HRBP  af7cc528f551c91bef38cb0ce6f46cd7   \n",
       " 8                分子诊断产品部副总监  383d772d83a7dc0801ab80e4a8b96567   \n",
       " 9                      招聘主管  722a32effef3746c5b8cb0044dfde252   \n",
       " 10                     猎头顾问  96d9dd587f687508af3ffeaad667fde0   \n",
       " 11                     猎头顾问  106928829a5c8b08478730d086184fcb   \n",
       " 12                     猎头顾问  700acbf60c7f77aa2ba40a0d7e55431c   \n",
       " 13                     猎头顾问  aa6f7cd772bff1701837546e45eb3a29   \n",
       " 14                     猎头顾问  059ee9d446ca1637be3900059d28d9fd   \n",
       " 15                     猎头顾问  8fc20408d38070eaf1a24835218174fd   \n",
       " 16                       HR  0cb4a0017c02c6732982e990dc084411   \n",
       " 17                      CEO  01d6618353e810f72980490a0cdf2257   \n",
       " 18                     市场总监  989159e35c3aea7e4dfc78277ec7427e   \n",
       " 19                    招聘副经理  c26685928059c401f4d86ae938b4bcb8   \n",
       " 20                       人事  861fc369c3848691937a45d7910778f0   \n",
       " 21                       HR  f154eb641795d67b49617dbcfff3eff9   \n",
       " 22                     猎头顾问  3b715bad005542d40f287de485347e8a   \n",
       " 23                     猎头顾问  b60add2918c08caaa44073f4eac7a607   \n",
       " 24                     猎头顾问  10e828d1dea9d6874036597854bcf58c   \n",
       " 25                      总经理  5a8eb2cf21277f45ee7b65a82243fe9b   \n",
       " 26                     猎头顾问  cde00ff434900a3d337193710fe42056   \n",
       " 27                           1a8b245e2eca42844a7a04e7d95591ea   \n",
       " 28                     HRBP  6cddc4f5ead946650eae969ce9a54d02   \n",
       " 29                     HRBP  1f66a0999dc8deed94bf1b7983d474c0   \n",
       " 30                           a60a06c6ea8be8f7ecfac38e3112b5b8   \n",
       " 31                     猎头顾问  c9494ee884d64223e37b0b202b2adc1c   \n",
       " 32                   高级招聘顾问  d8f324619fe755c1d0c9942d1c305c1a   \n",
       " 33                     猎头顾问  f110a125388f3fb16902e49d7f82f4f2   \n",
       " 34                       HR  444fbeb97a8fe6f3f21103841fdd6958   \n",
       " 35                     行政主管  44f60553fde63f013f30998acd01b638   \n",
       " 36                   人力行政总监  4037bbeb60ddc2f7b134787ef53b847e   \n",
       " 37                           31d1297b38b6f2b3c35571b1f0926f49   \n",
       " 38         Sourcing Manager  be36e8ab700fc94d6fba193ae6a27e48   \n",
       " 39                       HR  eff55c5d0bff661dbefa578784e31c32   \n",
       " \n",
       "    recruiter.imUserType  recruiter.chatted          recruiter.recruiterPhoto  \\\n",
       " 0                     2              False   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 1                     2              False   5f8fa3b979c7cc70efbf445908u.png   \n",
       " 2                     2              False   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 3                     2              False   645a61a429b46c4d153b52f805u.png   \n",
       " 4                     2              False   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 5                     2              False   5f8fa3a6f6d1ab58476f322808u.png   \n",
       " 6                     2              False  5e670ad55a1a60079d43838303u.jpeg   \n",
       " 7                     2              False   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 8                     2              False   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 9                     2              False   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 10                    2              False   5f8fa3bdea60860b75385c7e08u.png   \n",
       " 11                    2              False   5f8fa3baf6d1ab58476f324908u.png   \n",
       " 12                    2              False   61e0f1dfd34efb29661cf07201u.jpg   \n",
       " 13                    2              False   603c3d207c8d91493278604803u.png   \n",
       " 14                    2              False   5e6b4a2e5a1a60079d4825ea02u.jpg   \n",
       " 15                    2              False   621449090476701222bba8a604u.png   \n",
       " 16                    2              False   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 17                    2              False   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 18                    2              False   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 19                    2              False   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 20                    2              False   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 21                    2              False   63ec8bc934771514df7cae8e04u.png   \n",
       " 22                    2              False   646b0736c98b944929c0eb3106u.png   \n",
       " 23                    2              False   5f8fa3baf6d1ab58476f324908u.png   \n",
       " 24                    2              False   5f8fa3a78dbe6273dcf85e2608u.png   \n",
       " 25                    2              False   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 26                    2              False   5dddf01647b2f02171e1677b07u.jpg   \n",
       " 27                    2              False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 28                    2              False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 29                    2              False  63ad1b827a56f53eab4573bc07u.jpeg   \n",
       " 30                    2              False   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 31                    2              False  63fdc9e1b032b20d07bd5f9203u.jpeg   \n",
       " 32                    2              False   6444e669afe30837ba08d9d703u.png   \n",
       " 33                    2              False   63f70995142a934942448e2f06u.png   \n",
       " 34                    2              False   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 35                    2              False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 36                    2              False   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 37                    2              False   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 38                    2              False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 39                    2              False   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " \n",
       "                recruiter.recruiterId comp.compIndustry  ...  \\\n",
       " 0   8d807503eb52f21c2db76dfff58c91ea          货运/物流/仓储  ...   \n",
       " 1   a732ac845a0b9de37d81933e7fd8645b              IT服务  ...   \n",
       " 2   ba4ee313d7c055c13251f553f56bd530          货运/物流/仓储  ...   \n",
       " 3   a0762925c4334dc29dc49bc1324a3188              电子商务  ...   \n",
       " 4   e8650e43a70e02ba9c1bcf2166ee3835              IT服务  ...   \n",
       " 5   ac30f83fa21ed43e96c7d2098467105d                建材  ...   \n",
       " 6   b3c28c1383ebf930bd2ca01c7fe8595c       电子/半导体/集成电路  ...   \n",
       " 7   5d79f666319b7e468d7cd2bbc7b9932a              智能硬件  ...   \n",
       " 8   d05cfce6cb445fe44a5745542b593a34              医疗器械  ...   \n",
       " 9   391d6152cfa4eacf7e07e441a49b8889          食品/饮料/酒水  ...   \n",
       " 10  d6b5624333616555503a5e9c874ff4eb                制药  ...   \n",
       " 11  127403579362a654c1f8d55d9f5e7dd7              通信设备  ...   \n",
       " 12  ba4605bd7a0f9361bbed91bb8bc7c26a               新零售  ...   \n",
       " 13  58995b0249382d17a81fbac1feed4a92              电子商务  ...   \n",
       " 14  60020fb321ff10f102bb27f76bced528       电子/半导体/集成电路  ...   \n",
       " 15  293ff1c3eedd75323c85ba15898828c4          基金/证券/期货  ...   \n",
       " 16  43f401c49a83d7f074f965c3f0b4764e             计算机软件  ...   \n",
       " 17  fe03874daedf1cdd829d023bac46db70               互联网  ...   \n",
       " 18  9c0a8c9861a356c4ec556ef08b8093d9          广告/公关/会展  ...   \n",
       " 19  494c4b088b0d77cd6a30af5339473e74       电子/半导体/集成电路  ...   \n",
       " 20  7bcef57401ba70b189a4115f3d40ebc4              电子商务  ...   \n",
       " 21  015c00906b41e8ec42f319354d7aad9f              电子商务  ...   \n",
       " 22  7d35e521e2fa9186d43a3b683939382a          基金/证券/期货  ...   \n",
       " 23  3f4a2d9085a3c825c9e68a68e77051ca                银行  ...   \n",
       " 24  e9dd521aa98d36ead4eb9f99addab0fe               互联网  ...   \n",
       " 25  e65caad1cbe8621c3d0814f6dea8ab75               互联网  ...   \n",
       " 26  9e71e4c183a0782956cb3347c39859dd       电子/半导体/集成电路  ...   \n",
       " 27  4273ae457d3467bb1bfe575cd45dfb24       电子/半导体/集成电路  ...   \n",
       " 28  db306346138837888401798b1fbdec1c              智能硬件  ...   \n",
       " 29  678d6501b899dc9aba52f905a3835abb              医疗器械  ...   \n",
       " 30  f80e12dcb8b940249f9eb9a9ddf76643           电气机械/器材  ...   \n",
       " 31  ed59875d015aedb0050ba36f98a06629               互联网  ...   \n",
       " 32  a98b2bef9c593c640dab0b07c384acdb          货运/物流/仓储  ...   \n",
       " 33  ef11c3f7f7760f1b554af087871892b7       电子/半导体/集成电路  ...   \n",
       " 34  a0a83cd812a17bfe2a1f3e30da4997f3            贸易/进出口  ...   \n",
       " 35  0f654041c3dd66bb1605171a97f08e81              电子商务  ...   \n",
       " 36  c817e59f1443b1563417ab53f080f9c0             计算机硬件  ...   \n",
       " 37  107fcd7ad21c84f9884bff07f00ed161                制药  ...   \n",
       " 38  e7a89ae61d96f5f09b7ce6125fb95767            专业技术服务  ...   \n",
       " 39  9f530e13e55147881b8bec1dd14f042b           房地产开发经营  ...   \n",
       " \n",
       "                     job.title job.refreshTime job.topJob job.jobId  \\\n",
       " 0                      物流产品经理  20230222114646      False  56357207   \n",
       " 1   产品经理（FTU，DTU终端方向以及行波测距方向）  20230601152326      False  46064315   \n",
       " 2                    技术中台产品经理  20230404125619      False  53429667   \n",
       " 3                  跨境电商产品开发助理  20230530101320      False  58937365   \n",
       " 4                        销售助理  20230426173409      False  42283749   \n",
       " 5                  产品经理（市场方向）  20230412182646      False  45246903   \n",
       " 6                        产品经理  20230525114338      False  44972025   \n",
       " 7                   IOT软件产品经理  20230531162443      False  55888157   \n",
       " 8                   上游市场\\产品专员  20210802121946      False  41649159   \n",
       " 9                      产品规划经理  20230329142037      False  57388855   \n",
       " 10                   中药肿瘤产品总监  20230530143444      False  46554245   \n",
       " 11                     新品产品经理  20230407102553      False  45080397   \n",
       " 12                 个护产品硬件产品经理  20230525162857      False  46451083   \n",
       " 13                       产品经理  20230530091254      False  44130965   \n",
       " 14                       产品经理  20230526114445      False  43675607   \n",
       " 15                     IT产品经理  20230424134317      False  45582049   \n",
       " 16     产品助理/产品经理（深圳_金融IT上市公司）  20210816104329      False  42184381   \n",
       " 17                     高级产品经理  20230602142526      False  51926835   \n",
       " 18                   产品图标设计助理  20230601111326      False  58632683   \n",
       " 19                高级产品经理/产品经理  20230130174012      False  55636467   \n",
       " 20         助理产品经理(Saas平台)  双休  20221123093623      False  42265535   \n",
       " 21                    亚马逊产品开发  20230526154521      False  56140525   \n",
       " 22              IT产品经理（供应链金融）  20230523143010      False  46366363   \n",
       " 23                 数据产品经理（深圳）  20230417160716      False  45362123   \n",
       " 24                   产品经理（手柄）  20230323112655      False  44673589   \n",
       " 25                   产品开发（双休）  20230522135828      False  58731959   \n",
       " 26                       产品经理  20230531084113      False  46417025   \n",
       " 27                     高级产品专员  20230420203344      False  49455907   \n",
       " 28                   产品经理（专员）  20221123163310      False  54330707   \n",
       " 29              助理研发工程师（产品评价）  20230601171944      False  57284897   \n",
       " 30                       产品专员  20230303163305      False  56680459   \n",
       " 31            产品总监（智能产品）-宠物项圈  20230518135327      False  46241503   \n",
       " 32                     高级产品专员  20230509213129      False  58423607   \n",
       " 33                       产品经理  20230330091458      False  44866403   \n",
       " 34                     产品开发专员  20230512092648      False  58022947   \n",
       " 35                       产品经理  20220530174417      False  50037829   \n",
       " 36                     产品计划专员  20230504151329      False  58264041   \n",
       " 37                     助理产品经理  20221026164239      False  53396957   \n",
       " 38       Sourcing Coordinator  20220307191734      False  47809931   \n",
       " 39                       产品经理  20230602104052      False  57983081   \n",
       " \n",
       "     job.advViewFlag job.pcOuterLink job.h5OuterLink  \\\n",
       " 0             False                                   \n",
       " 1             False             NaN             NaN   \n",
       " 2             False                                   \n",
       " 3             False                                   \n",
       " 4             False                                   \n",
       " 5             False             NaN             NaN   \n",
       " 6             False             NaN             NaN   \n",
       " 7             False                                   \n",
       " 8             False                                   \n",
       " 9             False                                   \n",
       " 10            False             NaN             NaN   \n",
       " 11            False             NaN             NaN   \n",
       " 12            False             NaN             NaN   \n",
       " 13            False             NaN             NaN   \n",
       " 14            False             NaN             NaN   \n",
       " 15            False             NaN             NaN   \n",
       " 16            False                                   \n",
       " 17            False                                   \n",
       " 18            False                                   \n",
       " 19            False                                   \n",
       " 20            False                                   \n",
       " 21            False                                   \n",
       " 22            False             NaN             NaN   \n",
       " 23            False             NaN             NaN   \n",
       " 24            False             NaN             NaN   \n",
       " 25            False                                   \n",
       " 26            False             NaN             NaN   \n",
       " 27            False                                   \n",
       " 28            False                                   \n",
       " 29            False                                   \n",
       " 30            False                                   \n",
       " 31            False             NaN             NaN   \n",
       " 32            False                                   \n",
       " 33            False             NaN             NaN   \n",
       " 34            False                                   \n",
       " 35            False                                   \n",
       " 36            False                                   \n",
       " 37            False                                   \n",
       " 38            False                                   \n",
       " 39            False                                   \n",
       " \n",
       "                                        job.link  \\\n",
       " 0   https://www.liepin.com/job/1956357207.shtml   \n",
       " 1       https://www.liepin.com/a/46064315.shtml   \n",
       " 2   https://www.liepin.com/job/1953429667.shtml   \n",
       " 3   https://www.liepin.com/job/1958937365.shtml   \n",
       " 4   https://www.liepin.com/job/1942283749.shtml   \n",
       " 5       https://www.liepin.com/a/45246903.shtml   \n",
       " 6       https://www.liepin.com/a/44972025.shtml   \n",
       " 7   https://www.liepin.com/job/1955888157.shtml   \n",
       " 8   https://www.liepin.com/job/1941649159.shtml   \n",
       " 9   https://www.liepin.com/job/1957388855.shtml   \n",
       " 10      https://www.liepin.com/a/46554245.shtml   \n",
       " 11      https://www.liepin.com/a/45080397.shtml   \n",
       " 12      https://www.liepin.com/a/46451083.shtml   \n",
       " 13      https://www.liepin.com/a/44130965.shtml   \n",
       " 14      https://www.liepin.com/a/43675607.shtml   \n",
       " 15      https://www.liepin.com/a/45582049.shtml   \n",
       " 16  https://www.liepin.com/job/1942184381.shtml   \n",
       " 17  https://www.liepin.com/job/1951926835.shtml   \n",
       " 18  https://www.liepin.com/job/1958632683.shtml   \n",
       " 19  https://www.liepin.com/job/1955636467.shtml   \n",
       " 20  https://www.liepin.com/job/1942265535.shtml   \n",
       " 21  https://www.liepin.com/job/1956140525.shtml   \n",
       " 22      https://www.liepin.com/a/46366363.shtml   \n",
       " 23      https://www.liepin.com/a/45362123.shtml   \n",
       " 24      https://www.liepin.com/a/44673589.shtml   \n",
       " 25  https://www.liepin.com/job/1958731959.shtml   \n",
       " 26      https://www.liepin.com/a/46417025.shtml   \n",
       " 27  https://www.liepin.com/job/1949455907.shtml   \n",
       " 28  https://www.liepin.com/job/1954330707.shtml   \n",
       " 29  https://www.liepin.com/job/1957284897.shtml   \n",
       " 30  https://www.liepin.com/job/1956680459.shtml   \n",
       " 31      https://www.liepin.com/a/46241503.shtml   \n",
       " 32  https://www.liepin.com/job/1958423607.shtml   \n",
       " 33      https://www.liepin.com/a/44866403.shtml   \n",
       " 34  https://www.liepin.com/job/1958022947.shtml   \n",
       " 35  https://www.liepin.com/job/1950037829.shtml   \n",
       " 36  https://www.liepin.com/job/1958264041.shtml   \n",
       " 37  https://www.liepin.com/job/1953396957.shtml   \n",
       " 38  https://www.liepin.com/job/1947809931.shtml   \n",
       " 39  https://www.liepin.com/job/1957983081.shtml   \n",
       " \n",
       "                                        job.dataPromId job.requireEduLevel  \n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...                  本科  \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...                统招本科  \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...                统招本科  \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...                  本科  \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...                  大专  \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...               本科及以上  \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...                统招本科  \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...                  本科  \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...                统招本科  \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...                  本科  \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...               本科及以上  \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...                统招本科  \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...                统招本科  \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...                统招本科  \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...                统招本科  \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...                统招本科  \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...                  本科  \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...                  本科  \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...               中专/中技  \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...                  本科  \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...                  本科  \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...                  大专  \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...               本科及以上  \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...                统招本科  \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...               本科及以上  \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...                  大专  \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...                统招本科  \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...                  大专  \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...                  本科  \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...                  硕士  \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...                  本科  \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...                统招本科  \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...                  大专  \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...               本科及以上  \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...                  本科  \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...                  本科  \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...                统招本科  \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...                  本科  \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...                  大专  \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...                统招本科  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobId%22%3A%2258976135%22%2C%22sfrom%22%...   \n",
       " 1   %7B%22jobId%22%3A%2246096573%22%2C%22sfrom%22%...   \n",
       " 2   %7B%22jobId%22%3A%2245681819%22%2C%22sfrom%22%...   \n",
       " 3   %7B%22jobId%22%3A%2245244479%22%2C%22sfrom%22%...   \n",
       " 4   %7B%22jobId%22%3A%2245637339%22%2C%22sfrom%22%...   \n",
       " 5   %7B%22jobId%22%3A%2258479757%22%2C%22sfrom%22%...   \n",
       " 6   %7B%22jobId%22%3A%2246991181%22%2C%22sfrom%22%...   \n",
       " 7   %7B%22jobId%22%3A%2245794929%22%2C%22sfrom%22%...   \n",
       " 8   %7B%22jobId%22%3A%2242849631%22%2C%22sfrom%22%...   \n",
       " 9   %7B%22jobId%22%3A%2258235141%22%2C%22sfrom%22%...   \n",
       " 10  %7B%22jobId%22%3A%2246011289%22%2C%22sfrom%22%...   \n",
       " 11  %7B%22jobId%22%3A%2245246839%22%2C%22sfrom%22%...   \n",
       " 12  %7B%22jobId%22%3A%2244980209%22%2C%22sfrom%22%...   \n",
       " 13  %7B%22jobId%22%3A%2239704917%22%2C%22sfrom%22%...   \n",
       " 14  %7B%22jobId%22%3A%2246549771%22%2C%22sfrom%22%...   \n",
       " 15  %7B%22jobId%22%3A%2257436561%22%2C%22sfrom%22%...   \n",
       " 16  %7B%22jobId%22%3A%2258341719%22%2C%22sfrom%22%...   \n",
       " 17  %7B%22jobId%22%3A%2246191315%22%2C%22sfrom%22%...   \n",
       " 18  %7B%22jobId%22%3A%226498616%22%2C%22sfrom%22%3...   \n",
       " 19  %7B%22jobId%22%3A%2258308189%22%2C%22sfrom%22%...   \n",
       " 20  %7B%22jobId%22%3A%2254865507%22%2C%22sfrom%22%...   \n",
       " 21  %7B%22jobId%22%3A%2246120253%22%2C%22sfrom%22%...   \n",
       " 22  %7B%22jobId%22%3A%2258895017%22%2C%22sfrom%22%...   \n",
       " 23  %7B%22jobId%22%3A%2246350201%22%2C%22sfrom%22%...   \n",
       " 24  %7B%22jobId%22%3A%2247159927%22%2C%22sfrom%22%...   \n",
       " 25  %7B%22jobId%22%3A%2244073427%22%2C%22sfrom%22%...   \n",
       " 26  %7B%22jobId%22%3A%2244040801%22%2C%22sfrom%22%...   \n",
       " 27  %7B%22jobId%22%3A%2258844525%22%2C%22sfrom%22%...   \n",
       " 28  %7B%22jobId%22%3A%2227786285%22%2C%22sfrom%22%...   \n",
       " 29  %7B%22jobId%22%3A%2246367721%22%2C%22sfrom%22%...   \n",
       " 30  %7B%22jobId%22%3A%2237350759%22%2C%22sfrom%22%...   \n",
       " 31  %7B%22jobId%22%3A%2258895479%22%2C%22sfrom%22%...   \n",
       " 32  %7B%22jobId%22%3A%2252223797%22%2C%22sfrom%22%...   \n",
       " 33  %7B%22jobId%22%3A%2246473441%22%2C%22sfrom%22%...   \n",
       " 34  %7B%22jobId%22%3A%2247298507%22%2C%22sfrom%22%...   \n",
       " 35  %7B%22jobId%22%3A%2252605191%22%2C%22sfrom%22%...   \n",
       " 36  %7B%22jobId%22%3A%2258163291%22%2C%22sfrom%22%...   \n",
       " 37  %7B%22jobId%22%3A%2256760369%22%2C%22sfrom%22%...   \n",
       " 38  %7B%22jobId%22%3A%2231356395%22%2C%22sfrom%22%...   \n",
       " 39  %7B%22jobId%22%3A%2246584077%22%2C%22sfrom%22%...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"58976135\",\"recruiterName\":\"蓝小羡\",\"imI...   \n",
       " 1   {\"jobId\":\"46096573\",\"recruiterName\":\"赵女士\",\"imI...   \n",
       " 2   {\"jobId\":\"45681819\",\"recruiterName\":\"朱先生\",\"imI...   \n",
       " 3   {\"jobId\":\"45244479\",\"recruiterName\":\"雷女士\",\"imI...   \n",
       " 4   {\"jobId\":\"45637339\",\"recruiterName\":\"黄女士\",\"imI...   \n",
       " 5   {\"jobId\":\"58479757\",\"recruiterName\":\"郑女士\",\"imI...   \n",
       " 6   {\"jobId\":\"46991181\",\"recruiterName\":\"李先生\",\"imI...   \n",
       " 7   {\"jobId\":\"45794929\",\"recruiterName\":\"李先生\",\"imI...   \n",
       " 8   {\"jobId\":\"42849631\",\"recruiterName\":\"梁女士\",\"imI...   \n",
       " 9   {\"jobId\":\"58235141\",\"recruiterName\":\"许先生\",\"imI...   \n",
       " 10  {\"jobId\":\"46011289\",\"recruiterName\":\"田女士\",\"imI...   \n",
       " 11  {\"jobId\":\"45246839\",\"recruiterName\":\"余先生\",\"imI...   \n",
       " 12  {\"jobId\":\"44980209\",\"recruiterName\":\"陈先生\",\"imI...   \n",
       " 13  {\"jobId\":\"39704917\",\"recruiterName\":\"陈女士\",\"imI...   \n",
       " 14  {\"jobId\":\"46549771\",\"recruiterName\":\"李女士\",\"imI...   \n",
       " 15  {\"jobId\":\"57436561\",\"recruiterName\":\"李先生\",\"imI...   \n",
       " 16  {\"jobId\":\"58341719\",\"recruiterName\":\"崔女士\",\"imI...   \n",
       " 17  {\"jobId\":\"46191315\",\"recruiterName\":\"丁女士\",\"imI...   \n",
       " 18  {\"jobId\":\"6498616\",\"recruiterName\":\"肖女士\",\"imId...   \n",
       " 19  {\"jobId\":\"58308189\",\"recruiterName\":\"李先生\",\"imI...   \n",
       " 20  {\"jobId\":\"54865507\",\"recruiterName\":\"周女士\",\"imI...   \n",
       " 21  {\"jobId\":\"46120253\",\"recruiterName\":\"曹女士\",\"imI...   \n",
       " 22  {\"jobId\":\"58895017\",\"recruiterName\":\"马女士\",\"imI...   \n",
       " 23  {\"jobId\":\"46350201\",\"recruiterName\":\"徐先生\",\"imI...   \n",
       " 24  {\"jobId\":\"47159927\",\"recruiterName\":\"邹女士\",\"imI...   \n",
       " 25  {\"jobId\":\"44073427\",\"recruiterName\":\"晏先生\",\"imI...   \n",
       " 26  {\"jobId\":\"44040801\",\"recruiterName\":\"邱先生\",\"imI...   \n",
       " 27  {\"jobId\":\"58844525\",\"recruiterName\":\"潘女士\",\"imI...   \n",
       " 28  {\"jobId\":\"27786285\",\"recruiterName\":\"王女士\",\"imI...   \n",
       " 29  {\"jobId\":\"46367721\",\"recruiterName\":\"霍女士\",\"imI...   \n",
       " 30  {\"jobId\":\"37350759\",\"recruiterName\":\"许女士\",\"imI...   \n",
       " 31  {\"jobId\":\"58895479\",\"recruiterName\":\"陈女士\",\"imI...   \n",
       " 32  {\"jobId\":\"52223797\",\"recruiterName\":\"包女士\",\"imI...   \n",
       " 33  {\"jobId\":\"46473441\",\"recruiterName\":\"赵女士\",\"imI...   \n",
       " 34  {\"jobId\":\"47298507\",\"recruiterName\":\"刘女士\",\"imI...   \n",
       " 35  {\"jobId\":\"52605191\",\"recruiterName\":\"杨女士\",\"imI...   \n",
       " 36  {\"jobId\":\"58163291\",\"recruiterName\":\"冯女士\",\"imI...   \n",
       " 37  {\"jobId\":\"56760369\",\"recruiterName\":\"唐女士\",\"imI...   \n",
       " 38  {\"jobId\":\"31356395\",\"recruiterName\":\"王女士\",\"imI...   \n",
       " 39  {\"jobId\":\"46584077\",\"recruiterName\":\"梁先生\",\"imI...   \n",
       " \n",
       "                                            job.labels job.jobId  \\\n",
       " 0                              [人工智能, 产品优化, AI人工智能产品]  58976135   \n",
       " 1   [人机交互, 交互设计, 工业设计, 用户研究, 角色设计, 场景设计, Illustrat...  46096573   \n",
       " 2     [智能硬件, 清洁类, 吸尘器, 空气净化器, 洗地机, MRD, prd, 小家电, 手持]  45681819   \n",
       " 3   [硬件产品, 直播/视频产品, 商业产品, 硬件系统集成, 企业服务, 短视频, 计算机软件...  45244479   \n",
       " 4                 [Sketch, Figma, 交互设计, C端产品、语音助手类产品]  45637339   \n",
       " 5                                                  []  58479757   \n",
       " 6                   [产品设计, 市场调研, to B, Axure, 视频图像产品]  46991181   \n",
       " 7   [人机交互, 交互设计, 工业设计, 用户研究, 角色设计, 场景设计, Illustrat...  45794929   \n",
       " 8                                  [产品设计, 需求分析, c端产品]  42849631   \n",
       " 9                        [AI人工智能产品, AI产品, 语音产品, 智能硬件]  58235141   \n",
       " 10                                 [产品开发, 产品企划, 产品运营]  46011289   \n",
       " 11                   [定价/竞价产品, 供应链产品, 建材, 产品规划, 团队管理]  45246839   \n",
       " 12                      [AI人工智能产品, 产品设计, 产品优化, 客户端产品]  44980209   \n",
       " 13                           [产品设计, b端产品, 需求分析, paas]  39704917   \n",
       " 14  [供应链产品, 金融产品, 计算机软件, 金融行业, 用户研究, 产品设计, 原型设计, 产...  46549771   \n",
       " 15      [硬件产品, 供应链产品, 硬件系统集成, 产品规划, 需求挖掘, 用户研究, 市场调研]  57436561   \n",
       " 16  [硬件产品, 产品规划, 需求调研, 智能硬件, 市场调研, to C, 需求分析, 用户研...  58341719   \n",
       " 17  [智能硬件, 消费品, 市场调研, 竞品分析, 家电行业, to C, 原型设计, 洗地机,...  46191315   \n",
       " 18                                                 []   6498616   \n",
       " 19  [平台产品, 数据产品, 工具产品, 金融行业, 保险行业, 产品设计, 产品优化, 用户研...  58308189   \n",
       " 20                                       [电子商务, 市场调研]  54865507   \n",
       " 21  [语音产品, AI人工智能产品, ASR, NLP, TTS, 智能家居产品, 语音助手, ...  46120253   \n",
       " 22                                           [智能家居系统]  58895017   \n",
       " 23                           [医疗行业, 产品规划, 市场调研, 竞品分析]  46350201   \n",
       " 24  [推荐产品, 智能硬件, 云计算, 硬件系统集成, 电子/半导体/集成电路, 产品规划, 产...  47159927   \n",
       " 25  [工具产品, 医疗行业, 工艺品/收藏品, 产品规划, 需求挖掘, 市场调研, 竞品分析, ...  44073427   \n",
       " 26                                       [产品设计, 数据分析]  44040801   \n",
       " 27                               [交通/运输/物流, 小包, 跨境物流]  58844525   \n",
       " 28                                                 []  27786285   \n",
       " 29               [商业产品, 策略产品, 市场调研, 需求调研, 竞品分析, 产品规划]  46367721   \n",
       " 30                                             [需求分析]  37350759   \n",
       " 31                      [人工智能, 教育行业, AI人工智能产品, 计算机软件]  58895479   \n",
       " 32  [客户端产品, 商业产品, 策略产品, 产品规划, 用户研究, 产品优化, 产品设计, 团队管理]  52223797   \n",
       " 33                                       [金融行业, to B]  46473441   \n",
       " 34         [产品规划, 产品设计, 用户研究, 原型设计, 团队管理, 市场调研, 需求分析]  47298507   \n",
       " 35  [OA产品, 硬件产品, 电子/半导体/集成电路, 硬件系统集成, 市场调研, 用户研究, ...  52605191   \n",
       " 36           [平台产品, 客户端产品, 电子产品及配件, 产品规划, 产品优化, 用户研究]  58163291   \n",
       " 37  [平台产品, 电子产品及配件, 电力, 产品设计, 用户研究, 产品规划, 团队管理, 竞品...  56760369   \n",
       " 38                   [电子/半导体, 半导体, 信息化项目, 软件行业, 成本管理]  31356395   \n",
       " 39                           [平台产品, 产品规划, 产品设计, 团队管理]  46584077   \n",
       " \n",
       "     job.advViewFlag   job.salary  job.dq                      job.title  \\\n",
       " 0             False       20-40k  深圳-福田区             AI产品经理（AI生成3D模型方向）   \n",
       " 1             False   80-85k·15薪  深圳-福田区                         交互设计专家   \n",
       " 2             False       15-20k      深圳                           产品经理   \n",
       " 3             False       30-50k      深圳                     视频会议高级产品经理   \n",
       " 4             False   60-90k·15薪      深圳                         交互设计专家   \n",
       " 5             False         6-8k  深圳-宝安区                        助理产品工程师   \n",
       " 6             False   15-30k·14薪  深圳-福田区                           产品经理   \n",
       " 7             False  85-110k·15薪      深圳                         交互设计专家   \n",
       " 8             False   20-40k·13薪      深圳                    产品经理（TWS耳机）   \n",
       " 9             False       15-25k  深圳-南山区                           产品经理   \n",
       " 10            False       22-40k      深圳                         产品开发经理   \n",
       " 11            False   15-20k·13薪  深圳-龙岗区                     产品经理（技术方向）   \n",
       " 12            False       28-30k      深圳                       跨境电商产品经理   \n",
       " 13            False       18-35k  深圳-南山区               产品经理(B端Paas平台方向）   \n",
       " 14            False       22-25k      深圳                       IT产品经理-圳   \n",
       " 15            False   20-40k·14薪  深圳-南山区                产品专员/经理(J10181)   \n",
       " 16            False       20-30k  深圳-南山区                           产品经理   \n",
       " 17            False       18-35k      深圳                           产品经理   \n",
       " 18            False    8-15k·13薪      深圳                           商品专员   \n",
       " 19            False       15-20k      深圳                   0361IJ-合规管理岗   \n",
       " 20            False        8-10k      深圳                    电商商务事业部产品专员   \n",
       " 21            False       45-60k      深圳                         语音产品总监   \n",
       " 22            False       15-30k  深圳-南山区                   产品经理(A82888)   \n",
       " 23            False       35-50k  深圳-南山区                           产品经理   \n",
       " 24            False    9-12k·13薪      深圳                          产品工程师   \n",
       " 25            False       20-25k  深圳-宝安区                     产品经理（注塑模具）   \n",
       " 26            False       29-54k      深圳                        产品经理/总监   \n",
       " 27            False        8-10k  深圳-福田区                           产品专员   \n",
       " 28            False         薪资面议      深圳  Performance Market Specialist   \n",
       " 29            False       30-50k  深圳-南山区                           产品经理   \n",
       " 30            False        8-15k      深圳                        亚马逊产品经理   \n",
       " 31            False       15-25k  深圳-宝安区                           产品经理   \n",
       " 32            False   20-35k·15薪  深圳-宝安区                           产品经理   \n",
       " 33            False       25-28k      深圳                         IT产品经理   \n",
       " 34            False       12-18k  深圳-光明区                      IDC中心产品经理   \n",
       " 35            False       23-30k  深圳-南山区                     产品经理（跨境电商）   \n",
       " 36            False       16-28k  深圳-宝安区                       （高级）产品经理   \n",
       " 37            False         6-9k  深圳-宝安区                          产品工程师   \n",
       " 38            False       20-25k  深圳-南山区          产品线经理/助理产品线经理（FPGA方向）   \n",
       " 39            False   20-35k·13薪  深圳-福田区                         高级产品经理   \n",
       " \n",
       "    job.refreshTime job.jobKind  ...  recruiter.imUserType  \\\n",
       " 0   20230531112021           2  ...                     2   \n",
       " 1   20230515090116           1  ...                     2   \n",
       " 2   20230531090159           1  ...                     2   \n",
       " 3   20230412173544           1  ...                     2   \n",
       " 4   20230425173509           1  ...                     2   \n",
       " 5   20230522104254           2  ...                     2   \n",
       " 6   20220323005143           2  ...                     2   \n",
       " 7   20230504211237           1  ...                     2   \n",
       " 8   20230530095343           2  ...                     2   \n",
       " 9   20230501153728           2  ...                     2   \n",
       " 10  20230519085631           1  ...                     2   \n",
       " 11  20230412182508           1  ...                     2   \n",
       " 12  20230403184938           1  ...                     2   \n",
       " 13  20230601212702           2  ...                     2   \n",
       " 14  20230530131802           1  ...                     2   \n",
       " 15  20230330172028           2  ...                     2   \n",
       " 16  20230506173317           2  ...                     2   \n",
       " 17  20230517102714           1  ...                     2   \n",
       " 18  20230512111821           2  ...                     2   \n",
       " 19  20230505172356           2  ...                     2   \n",
       " 20  20230601102622           2  ...                     2   \n",
       " 21  20230602100857           1  ...                     2   \n",
       " 22  20230527181825           2  ...                     2   \n",
       " 23  20230523095405           1  ...                     2   \n",
       " 24  20230420104201           2  ...                     2   \n",
       " 25  20230530101036           1  ...                     2   \n",
       " 26  20230303094205           1  ...                     2   \n",
       " 27  20230525150230           2  ...                     2   \n",
       " 28  20201202104227           2  ...                     2   \n",
       " 29  20230523144646           1  ...                     2   \n",
       " 30  20210322183951           2  ...                     2   \n",
       " 31  20230527211210           2  ...                     2   \n",
       " 32  20230531102923           2  ...                     2   \n",
       " 33  20230526124907           1  ...                     2   \n",
       " 34  20220221163357           2  ...                     2   \n",
       " 35  20220915154550           2  ...                     2   \n",
       " 36  20230426163249           2  ...                     2   \n",
       " 37  20230307144602           2  ...                     2   \n",
       " 38  20201217163134           2  ...                     2   \n",
       " 39  20220121190906           2  ...                     2   \n",
       " \n",
       "                recruiter.recruiterId          recruiter.recruiterPhoto  \\\n",
       " 0   ce41fc6bdc97f9d1fe2cd12fd8ac6812   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 1   26f33ec61ada4691e804ecd1dd312d85  5e9d473137483e328d83f51a06u.jpeg   \n",
       " 2   2ea77a2f1a57dc65e38b66d9eba1f1ca   5f509bb8ea60860b7512e0e607u.jpg   \n",
       " 3   674912ac16c81b6810f6cb43a80325fc   6437bd080ab9f32054960f2508u.png   \n",
       " 4   de31a415c9380e517fb7851eca42453e   62afcbea012d445658ae1a7902u.png   \n",
       " 5   95d477fbc31c5efd2fa5e6f4c1101766   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 6   9a54453af3670dcfd8af62eb3a918ab6   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 7   cadcc2bc4f3fc52dad42abd4298564a1   6388813641fc7d5e6efd18c104u.jpg   \n",
       " 8   3d44c181c02389cd555c40bd9ae8719e   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 9   a29e91cd0104a36b040729b96b1e2486   64546e2920c24208de3e4e2007u.png   \n",
       " 10  a28940a9ffb870cbcaf61592ccdce970   64533730d32fd23e7617eee401u.png   \n",
       " 11  ac30f83fa21ed43e96c7d2098467105d   5f8fa3a6f6d1ab58476f322808u.png   \n",
       " 12  629a53c17ccdaba11a6bc3ac5854bb2f   5f8fa3a679c7cc70efbf444e08u.png   \n",
       " 13  c85bc6b1f197d0a99cf19613846f796e   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 14  188be76bb847f1dc3ae8a1db55aded88   630fec64b250f916161d287503u.png   \n",
       " 15  371993336462c56f1f5783993cbc8715   5f8f986aea60860b75384fab08u.jpg   \n",
       " 16  caf6f425a72c3d86eaaa76bc1874b95b   645a0c5ff09a4e08f46f9f6203u.png   \n",
       " 17  83b8d65d9d2cf70ada0be0480b6ebc8e   5fa35fee8082791fc89713cf03u.jpg   \n",
       " 18  d01436534bc42c41fb41b92fd2412e44   5743bf0445cea4f49015072306a.jpg   \n",
       " 19  c4b3c15916fee55e58ec937f0a636401   5d72172528021708fa36ed3207u.jpg   \n",
       " 20  a220c9778453729ed860456f35deafa0   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 21  9ce85636724cfbd01b39b86f191430b1   60ee876372adae59b22438a502u.png   \n",
       " 22  f9d692d32441bd68fbb7055caa27c7ba   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 23  1c983a7afec6a63feed49c1ec693c490  6340d61cd0f2153aafe98d8903u.jpeg   \n",
       " 24  474392ff1c8ec13a243d8f18db3fb2b9   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 25  38530d4ae3455569126703d37abbb6dd   62e3c5652d78465bdfede42406u.jpg   \n",
       " 26  4e4bb97764dd83b48a369f143ca3b8b3   5f854600dfb13a7dee2ed4d705u.jpg   \n",
       " 27  b383d88f0d4f739eb7bf0b4035986de3   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 28  0bb3f8966a1b6afdf81c9a64fd0169dd   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 29  a79a4e8596277eb218a80e08fb1302e2   5f505110f6d1ab5847484a3205u.jpg   \n",
       " 30  7c73aa47cb56eba7af7c293eaeda54cc   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 31  38f3828fe873dcef45936bc095ba530d   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 32  9acbb8ac43fef96bc2b0face2c2ac996   61d7f27ae366320c39cde63305u.png   \n",
       " 33  6ac3c5454c993efa76d818a24a4d551e   5f8fa3bdea60860b75385c7e08u.png   \n",
       " 34  f98618dec7397d17f4351253494f4f2b   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 35  3907ddba7a6303747075e01e27301039   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 36  7dc618f8395473d270136634749e1465   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 37  2a28d07ba2d17fc9537ba5240daf3605  63edcbe31580e30072ffbd3108u.jpeg   \n",
       " 38  c7dc2bed64609ce4282c31e44ae40f39   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 39  ad6c571e62078f36a26a5782c6706d88   622b349690b0096212fcf08c03u.png   \n",
       " \n",
       "    comp.compIndustry comp.compStage                    comp.compLogo  \\\n",
       " 0                 石化          融资未公开  5ef9acb7639c835386606a9d03u.jpg   \n",
       " 1             专业技术服务          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 2        电子/半导体/集成电路             B轮  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 3              计算机硬件          D轮及以上  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 4             专业技术服务          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 5        电子/半导体/集成电路            NaN  61937390e19f7961b3317b0e02u.png   \n",
       " 6               智能硬件             A轮  6388530d17377572060c196b08u.png   \n",
       " 7             专业技术服务          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 8               智能硬件             其他  64743bdb584e805bfd5f2e5a05u.png   \n",
       " 9               智能硬件            NaN  62b92de5e333d8014ebaf26402u.jpg   \n",
       " 10               互联网          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 11                建材          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 12            人力资源服务            NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 13               互联网            已上市  5bfe999174719df0ac99a92703a.png   \n",
       " 14          基金/证券/期货            已上市  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 15              智能硬件             B轮  60ab110e4005a2070875ef1a01u.png   \n",
       " 16              人工智能            NaN  600e96ef5db42963fc58a6b804u.png   \n",
       " 17       电子/半导体/集成电路             B轮  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 18          服装/纺织/皮革            NaN  5bfe9e7c74719d2aa34b958c03a.png   \n",
       " 19                保险            NaN  5d721a85d0e79f08cff0e3d107u.png   \n",
       " 20                制药            NaN  614c1bc3b09b9f5bbe76c89301u.png   \n",
       " 21              智能硬件          D轮及以上  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 22              智能硬件             C轮  59dc95337032ee586e7fbfac06a.png   \n",
       " 23               NaN            NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 24           云计算/大数据          融资未公开  5f34db7513bca4465f2eca6c02u.png   \n",
       " 25             机械/设备          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 26             计算机软件             B轮  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 27              电子商务            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 28               互联网            NaN  5e9fd6104ff090104e33c9fd03u.jpg   \n",
       " 29               NaN            NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 30            贸易/进出口           战略投资  61b07937d0458d53c627567e02u.jpg   \n",
       " 31            其他生活服务             其他  61b07937d0458d53c627567e02u.jpg   \n",
       " 32       电子/半导体/集成电路            NaN  5bfe904274719d35745a99e103a.png   \n",
       " 33          基金/证券/期货            已上市  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 34               互联网         沪深A股上市  5e56298b6324626e17a7d36c02u.jpg   \n",
       " 35          汽车交易/后市场            NaN  63968e3aac9bf045f99730eb05u.png   \n",
       " 36       电子/半导体/集成电路            NaN  5bfe904274719d35745a99e103a.png   \n",
       " 37               新能源             其他  642e3bbc999ba16a7448d32c01u.png   \n",
       " 38       电子/半导体/集成电路            已上市  5928f39a7032882fc39925b104a.jpg   \n",
       " 39           网络/信息安全            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " \n",
       "    comp.compScale comp.compId       comp.compName  \\\n",
       " 0        500-999人  10207481.0                光汇石油   \n",
       " 1          50-99人         NaN         某深圳专业技术服务公司   \n",
       " 2      1000-2000人         NaN  某深圳大型电子/半导体/集成电路公司   \n",
       " 3      1000-2000人         NaN        某深圳大型计算机硬件公司   \n",
       " 4          50-99人         NaN               某知名公司   \n",
       " 5           1-49人   9901795.0               冠禹半导体   \n",
       " 6        100-499人  12292187.0               盈合机器人   \n",
       " 7          50-99人         NaN         某深圳专业技术服务公司   \n",
       " 8      1000-2000人   8199460.0                倍思科技   \n",
       " 9           1-49人  13252849.0                机智连接   \n",
       " 10          1-49人         NaN               某知名公司   \n",
       " 11       500-999人         NaN           某大型知名建材公司   \n",
       " 12         50-99人         NaN        某天津其他商务服务业公司   \n",
       " 13    5000-10000人   1634243.0                  金蝶   \n",
       " 14     1000-2000人         NaN     某深圳基金/证券/期货上市公司   \n",
       " 15       100-499人  12718425.0       乐森机器人(北京)有限公司   \n",
       " 16       100-499人   9778467.0         深圳市海雀科技有限公司   \n",
       " 17     1000-2000人         NaN  某深圳大型电子/半导体/集成电路公司   \n",
       " 18    5000-10000人    853854.0              玛丝菲尔时装   \n",
       " 19       10000人以上   7951209.0                平安财险   \n",
       " 20       100-499人    853215.0                永科医药   \n",
       " 21       500-999人         NaN         某大型知名智能硬件公司   \n",
       " 22       500-999人   7991473.0      深圳市欧瑞博科技股份有限公司   \n",
       " 23                        NaN               某知名公司   \n",
       " 24       100-499人  12337645.0     深圳市国鑫恒运信息安全有限公司   \n",
       " 25       100-499人         NaN        某深圳知名机械/设备公司   \n",
       " 26       100-499人         NaN             IOT科技公司   \n",
       " 27         50-99人  13556797.0   嘉里电商供应链方案(深圳)有限公司   \n",
       " 28       100-499人  12178107.0          深圳保诚科技有限公司   \n",
       " 29                        NaN               某知名公司   \n",
       " 30       500-999人   8066510.0                泽汇科技   \n",
       " 31                 13527305.0              积善企业服务   \n",
       " 32     2000-5000人   8010823.0        深圳市卓力能技术有限公司   \n",
       " 33     1000-2000人         NaN     某深圳基金/证券/期货上市公司   \n",
       " 34     2000-5000人   1551043.0                网宿科技   \n",
       " 35       100-499人   7978663.0         深圳市联科科技有限公司   \n",
       " 36     2000-5000人   8010823.0        深圳市卓力能技术有限公司   \n",
       " 37     1000-2000人   7858768.0             首航新能源股份   \n",
       " 38       100-499人   8164187.0                润欣科技   \n",
       " 39          1-49人  12686479.0         深圳天元云科技有限公司   \n",
       " \n",
       "                                    comp.link  \n",
       " 0   https://www.liepin.com/company/10207481/  \n",
       " 1                                             \n",
       " 2                                             \n",
       " 3                                             \n",
       " 4                                             \n",
       " 5    https://www.liepin.com/company/9901795/  \n",
       " 6   https://www.liepin.com/company/12292187/  \n",
       " 7                                             \n",
       " 8    https://www.liepin.com/company/8199460/  \n",
       " 9   https://www.liepin.com/company/13252849/  \n",
       " 10                                            \n",
       " 11                                            \n",
       " 12                                            \n",
       " 13   https://www.liepin.com/company/1634243/  \n",
       " 14                                            \n",
       " 15  https://www.liepin.com/company/12718425/  \n",
       " 16   https://www.liepin.com/company/9778467/  \n",
       " 17                                            \n",
       " 18    https://www.liepin.com/company/853854/  \n",
       " 19   https://www.liepin.com/company/7951209/  \n",
       " 20    https://www.liepin.com/company/853215/  \n",
       " 21                                            \n",
       " 22   https://www.liepin.com/company/7991473/  \n",
       " 23                                            \n",
       " 24  https://www.liepin.com/company/12337645/  \n",
       " 25                                            \n",
       " 26                                            \n",
       " 27  https://www.liepin.com/company/13556797/  \n",
       " 28  https://www.liepin.com/company/12178107/  \n",
       " 29                                            \n",
       " 30   https://www.liepin.com/company/8066510/  \n",
       " 31  https://www.liepin.com/company/13527305/  \n",
       " 32   https://www.liepin.com/company/8010823/  \n",
       " 33                                            \n",
       " 34   https://www.liepin.com/company/1551043/  \n",
       " 35   https://www.liepin.com/company/7978663/  \n",
       " 36   https://www.liepin.com/company/8010823/  \n",
       " 37   https://www.liepin.com/company/7858768/  \n",
       " 38   https://www.liepin.com/company/8164187/  \n",
       " 39  https://www.liepin.com/company/12686479/  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"recruiterName\":\"李先生\",\"jobKind\":\"1\",\"jobId\":\"...   \n",
       " 1   {\"recruiterName\":\"吴先生\",\"jobKind\":\"1\",\"jobId\":\"...   \n",
       " 2   {\"recruiterName\":\"胡女士\",\"jobKind\":\"1\",\"jobId\":\"...   \n",
       " 3   {\"recruiterName\":\"毛女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 4   {\"recruiterName\":\"苏女士\",\"jobKind\":\"1\",\"jobId\":\"...   \n",
       " 5   {\"recruiterName\":\"魏女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 6   {\"recruiterName\":\"罗女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 7   {\"recruiterName\":\"李先生\",\"jobKind\":\"1\",\"jobId\":\"...   \n",
       " 8   {\"recruiterName\":\"卢女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 9   {\"recruiterName\":\"李女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 10  {\"recruiterName\":\"王女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 11  {\"recruiterName\":\"韩先生\",\"jobKind\":\"1\",\"jobId\":\"...   \n",
       " 12  {\"recruiterName\":\"陈女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 13  {\"recruiterName\":\"丁女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 14  {\"recruiterName\":\"莫女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 15  {\"recruiterName\":\"奚女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 16  {\"recruiterName\":\"龙女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 17  {\"recruiterName\":\"余先生\",\"jobKind\":\"1\",\"jobId\":\"...   \n",
       " 18  {\"recruiterName\":\"唐先生\",\"jobKind\":\"1\",\"jobId\":\"...   \n",
       " 19  {\"recruiterName\":\"叶先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 20  {\"recruiterName\":\"马先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 21  {\"recruiterName\":\"王女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 22  {\"recruiterName\":\"杜女士\",\"jobKind\":\"1\",\"jobId\":\"...   \n",
       " 23  {\"recruiterName\":\"李先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 24  {\"recruiterName\":\"付女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 25  {\"recruiterName\":\"杨女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 26  {\"recruiterName\":\"郭女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 27  {\"recruiterName\":\"梁女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 28  {\"recruiterName\":\"郑女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 29  {\"recruiterName\":\"谢女士\",\"jobKind\":\"1\",\"jobId\":\"...   \n",
       " 30  {\"recruiterName\":\"张先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 31  {\"recruiterName\":\"周女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 32  {\"recruiterName\":\"成女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 33  {\"recruiterName\":\"曹先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 34  {\"recruiterName\":\"陈先生\",\"jobKind\":\"1\",\"jobId\":\"...   \n",
       " 35  {\"recruiterName\":\"魏先生\",\"jobKind\":\"1\",\"jobId\":\"...   \n",
       " 36  {\"recruiterName\":\"许女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 37  {\"recruiterName\":\"曾先生\",\"jobKind\":\"1\",\"jobId\":\"...   \n",
       " 38  {\"recruiterName\":\"罗女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 39  {\"recruiterName\":\"贾女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " \n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 5   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 6   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 7   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 24  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " \n",
       "                                            job.labels  job.salary  job.dq  \\\n",
       " 0   [数据产品, 供应链产品, 交互设计, 产品设计, 竞品分析, 产品优化, 金融产品, 信贷...      20-30k  深圳-南山区   \n",
       " 1   [工具产品, 数据产品, 计算机软件, 短视频, 市场调研, 用户研究, 数据分析, 竞品分...  45-55k·15薪      深圳   \n",
       " 2   [硬件产品, 策略产品, 硬件系统集成, 智能硬件, 人工智能, to B, 家电行业, 用...      20-25k      深圳   \n",
       " 3                                                  []      20-30k      深圳   \n",
       " 4   [硬件产品, 硬件系统集成, 团队管理, 用户研究, 产品优化, 需求管理, 产品设计, 产...      20-25k  深圳-宝安区   \n",
       " 5    [画像产品, 平台产品, 数据产品, 产品规划, 产品优化, 用户研究, 需求分析, 数据分析]      14-16k  深圳-龙岗区   \n",
       " 6            [数据产品, 自动化行业, 海外/跨境业务, 数据挖掘, 产品规划, 产品优化]  13-16k·14薪      深圳   \n",
       " 7                                    [路由器, 机顶盒, 网关产品]      15-25k  深圳-南山区   \n",
       " 8                                               [电子烟]  20-35k·15薪  深圳-宝安区   \n",
       " 9                           [供应链产品, 产品规划, 用户研究, 团队管理]      10-15k  深圳-南山区   \n",
       " 10                    [供应链产品, 产品规划, 产品优化, 市场调研, 团队管理]       8-15k  深圳-龙华区   \n",
       " 11  [硬件产品, 硬件系统集成, 团队管理, 用户研究, 产品优化, 需求管理, 产品设计, 产...      20-25k      深圳   \n",
       " 12  [电子商务, 数据分析, 数据产品, 电商产品, to C, 产品规划, 产品优化, 需求分...       8-24k  深圳-龙华区   \n",
       " 13                                     [旅游行业, 旅游产品运营]      15-30k  深圳-南山区   \n",
       " 14                     [数据产品, 策略产品, 产品设计, 产品规划, 流程设计]  10-20k·13薪  深圳-南山区   \n",
       " 15                                                 []       8-12k  深圳-南山区   \n",
       " 16                                             [需求分析]  10-16k·14薪  深圳-南山区   \n",
       " 17  [交互设计, 人机交互, 工业设计, 视觉设计, 用户研究, 场景设计, 角色设计, Ill...  40-60k·15薪  深圳-福田区   \n",
       " 18                                            [CRM系统]      40-50k      深圳   \n",
       " 19  [硬件产品, 工具产品, 智能硬件, 美发业务, 人工智能, 硬件系统集成, 电子/半导体/...       8-12k  深圳-龙岗区   \n",
       " 20        [数据产品, 团队管理, Xmind, 数据分析, 需求分析, 用户研究, 产品规划]      15-25k  深圳-福田区   \n",
       " 21  [硬件产品, 智能硬件, 硬件系统集成, 产品设计, 用户研究, 产品规划, 竞品分析, 数...  20-27k·13薪  深圳-宝安区   \n",
       " 22                              [SaaS产品, 支付产品, 互联网金融]  25-35k·15薪  深圳-南山区   \n",
       " 23                           [策略产品, 产品规划, 竞品分析, 团队管理]  22-35k·15薪  深圳-南山区   \n",
       " 24  [金融产品, 投资产品, 金融行业, 金融理财/贷款, 证券业, 产品设计, 产品规划, 团...  20-35k·24薪  深圳-福田区   \n",
       " 25  [商业产品, to C, 电子/半导体/集成电路, 智慧城市, 房地产行业, 产品设计, 产...      18-30k  深圳-南山区   \n",
       " 26                                 [ppt, axure, 数据分析]      16-23k      深圳   \n",
       " 27                                          [内容/社区产品]  20-30k·15薪  深圳-南山区   \n",
       " 28           [产品管理 , 户外运动类, 统筹资源, 海外用户洞察, 市场调研, 产品开发]      20-30k      深圳   \n",
       " 29  [商业产品, 平台产品, 策略产品, 医疗行业, 医院, 互联网医疗平台, 团队管理, 产品...      25-35k  深圳-南山区   \n",
       " 30                                 [用户研究, 产品规划, 竞品分析]  30-50k·14薪  深圳-宝安区   \n",
       " 31           [资讯产品, 供应链产品, 定价/竞价产品, 产品优化, 产品设计, 团队管理]      12-20k  深圳-龙岗区   \n",
       " 32                                             [需求分析]       8-23k  深圳-龙岗区   \n",
       " 33  [平台产品, 工具产品, 产品规划, 用户研究, 市场调研, MindManager, Ax...  30-60k·14薪  深圳-南山区   \n",
       " 34  [电子/半导体/集成电路, 用户研究, 竞品分析, 市场调研, 需求挖掘, 产品设计, 产品规划]  20-40k·13薪  深圳-南山区   \n",
       " 35             [金融产品, 供应链产品, 金融行业, 计算机软件, 团队管理, 产品规划]  25-30k·15薪  深圳-南山区   \n",
       " 36                        [教育产品经理, 移动端产品, 内容产品, 教育行业]      18-30k  深圳-罗湖区   \n",
       " 37  [用户研究, 产品设计, 交互设计, 移动端产品, 竞品分析, 流程设计, 数据分析, 团队管理]  25-50k·16薪      深圳   \n",
       " 38                                             [产品管理]  10-20k·16薪      深圳   \n",
       " 39  [策略产品, 调度策略产品, 工具产品, 增长产品, IT互联网, to C, H5端产品,...      20-30k  深圳-南山区   \n",
       " \n",
       "    job.jobKind job.jobId  job.advViewFlag job.refreshTime  \\\n",
       " 0            1  45329491            False  20230416153940   \n",
       " 1            1  46111287            False  20230516193418   \n",
       " 2            1  46397203            False  20230524105627   \n",
       " 3            2  31414061            False  20210924111531   \n",
       " 4            1  46443827            False  20230525143037   \n",
       " 5            2  53821381            False  20221111090437   \n",
       " 6            2  48587905            False  20230510170027   \n",
       " 7            1  44177405            False  20230309092725   \n",
       " 8            2  54614285            False  20221129100157   \n",
       " 9            2  58542373            False  20230515111235   \n",
       " 10           2  54288495            False  20221123104338   \n",
       " 11           1  46443737            False  20230525142921   \n",
       " 12           2  53901903            False  20230309170405   \n",
       " 13           2  57100319            False  20230428145804   \n",
       " 14           2  52883541            False  20230517183043   \n",
       " 15           2  36784251            False  20230530132305   \n",
       " 16           2  57705603            False  20230411152651   \n",
       " 17           1  45876219            False  20230529192124   \n",
       " 18           1  46560549            False  20230602105909   \n",
       " 19           2  58484587            False  20230602112151   \n",
       " 20           2  58338643            False  20230506163936   \n",
       " 21           2  58516479            False  20230512163100   \n",
       " 22           1  44552819            False  20230320144132   \n",
       " 23           2  44590879            False  20230427154710   \n",
       " 24           2  56574715            False  20230228192145   \n",
       " 25           2  58924363            False  20230602110431   \n",
       " 26           2  37080899            False  20230413094949   \n",
       " 27           2  58108275            False  20230425103329   \n",
       " 28           2  42851849            False  20220117170942   \n",
       " 29           1  45406829            False  20230418164201   \n",
       " 30           2  57224885            False  20230516090948   \n",
       " 31           2  58283607            False  20230505102144   \n",
       " 32           2  39783869            False  20210604202416   \n",
       " 33           2  52346365            False  20221021134949   \n",
       " 34           1  45818387            False  20230505141440   \n",
       " 35           1  45112443            False  20230601083619   \n",
       " 36           2  53310447            False  20230426222327   \n",
       " 37           1  46099873            False  20230515094249   \n",
       " 38           2  35864649            False  20230505153711   \n",
       " 39           2  50439281            False  20230306181547   \n",
       " \n",
       "                                        job.dataPromId  ...  \\\n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=11&...  ...   \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=11&...  ...   \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=11&...  ...   \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=11&...  ...   \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=11&...  ...   \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=11&...  ...   \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=11&...  ...   \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=11&...  ...   \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=11&...  ...   \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=11&...  ...   \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...  ...   \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...  ...   \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...  ...   \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...  ...   \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...  ...   \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...  ...   \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...  ...   \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...  ...   \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...  ...   \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...  ...   \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...  ...   \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...  ...   \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...  ...   \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...  ...   \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...  ...   \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...  ...   \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...  ...   \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...  ...   \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...  ...   \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...  ...   \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...  ...   \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...  ...   \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...  ...   \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...  ...   \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...  ...   \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...  ...   \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...  ...   \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...  ...   \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...  ...   \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...  ...   \n",
       " \n",
       "                recruiter.recruiterId  comp.compStage  \\\n",
       " 0   fe7c23e85f04a8a09fdfda75527df89c             已上市   \n",
       " 1   b5c5277f4db94195bc5fd56126e3781c             已上市   \n",
       " 2   11be9ceed836f1f0dfe1b0df6dff4c65              B轮   \n",
       " 3   661149f71eeb84ab759b12bddd1215cb             已上市   \n",
       " 4   c693b655167447edc2d5cf7f098346cd           融资未公开   \n",
       " 5   b263dfa4a236051e7318c488c27b5708             NaN   \n",
       " 6   8621e3c68bc5ba288900c9d69d1c26a1             NaN   \n",
       " 7   c18d6719e3149aef845bddb4f1f149d5             NaN   \n",
       " 8   0fa77cd4bd4693e517fb4ab27adb5073             NaN   \n",
       " 9   9317941bf8bc39af458e9643ec09ce32             天使轮   \n",
       " 10  4ffa806b8c790561048b63fc26c048e6           融资未公开   \n",
       " 11  e556ddb6bc30fe4a6b3de386413f6034           融资未公开   \n",
       " 12  3774b590f1c602b8ab9aa8b1edd8028f           融资未公开   \n",
       " 13  f3f27a100a4aaf88128a41350e616adb            战略投资   \n",
       " 14  e2c7a97dc87283bd7b3eb56c90176918           融资未公开   \n",
       " 15  f11a5c1eddc09bae758e680594ce604d             NaN   \n",
       " 16  e5b86f1294ce98fb887d3ca4ec5694ed          沪深A股上市   \n",
       " 17  ae035afc1f10a78b738d4eb7c894d73d             NaN   \n",
       " 18  972cddd48408268b71a45f216523cd51              B轮   \n",
       " 19  bd76cf184a0c710a68fb2ad6219db5f3             NaN   \n",
       " 20  f7921c85b49708bc67ae05151e814af8              B轮   \n",
       " 21  ed08cd5284114dd47fd76e8f7cdae3b8              D轮   \n",
       " 22  f01f52082a58e25b75030f1bbb1e69ac             天使轮   \n",
       " 23  d59f2ecca402c2712de8b2ea23087c06             NaN   \n",
       " 24  e9d619116a234f319c8f91206ac3ed29          沪深A股上市   \n",
       " 25  ce384c60ed9e3bcc1e4b695aa95ddf82             NaN   \n",
       " 26  0db476bd8065b6714edb28bbb38f153b          沪深A股上市   \n",
       " 27  57b75c71de10d023b3737fb1b3e4e6b2              C轮   \n",
       " 28  3d859a86ec76cc4b31f76da44f8da172             NaN   \n",
       " 29  5b2ac7b537fb9ab1eda7701a12ac2f0b              A轮   \n",
       " 30  010c79c54a068b6bf3b86a808ead8e59             NaN   \n",
       " 31  46b7899c6895e87f26fc0c044c805516             NaN   \n",
       " 32  3e5deb127d2d6e59ea9aa11c54076760             NaN   \n",
       " 33  4b8c33a0a80db47c2db246974b6c687a              A轮   \n",
       " 34  b0013f60ed7aeedcd616e011472fcdeb             NaN   \n",
       " 35  120060f3c6571f8f63375dfeb20d1b4b             已上市   \n",
       " 36  18def433b3709eba283223040199b603             NaN   \n",
       " 37  2372f17e9c9a026e660a3bea7c05d771              A轮   \n",
       " 38  8621e3c68bc5ba288900c9d69d1c26a1             NaN   \n",
       " 39  e912c2ec04eb1675001a3a0e6abd9b5d              B轮   \n",
       " \n",
       "                        comp.compLogo       comp.compName comp.compScale  \\\n",
       " 0    60e2fe0bf3df194a3c48adb502u.png     某深圳基金/证券/期货上市公司     1000-2000人   \n",
       " 1    60e2fe0bf3df194a3c48adb502u.png        某国内计算机软件上市公司     1000-2000人   \n",
       " 2    60e2fe0bf3df194a3c48adb502u.png  某深圳大型电子/半导体/集成电路公司     1000-2000人   \n",
       " 3    5928f39a7032882fc39925b104a.jpg                润欣科技       100-499人   \n",
       " 4    60e2fe0bf3df194a3c48adb502u.png          某深圳计算机硬件公司         50-99人   \n",
       " 5    60da786446cf63207bf9467002u.png       深圳市金畅创新技术有限公司       500-999人   \n",
       " 6    5bfea61174719d2aa34cf17003a.png                轴心自控       500-999人   \n",
       " 7    60e2fe0bf3df194a3c48adb502u.png         某深圳大型通信设备公司     1000-2000人   \n",
       " 8    5bfe904274719d35745a99e103a.png        深圳市卓力能技术有限公司     2000-5000人   \n",
       " 9    5f728adb79c7cc70efb3978108u.png                华声医疗       100-499人   \n",
       " 10   60653cd07e4f174e4d349fb006u.png          深圳乐能电子有限公司       100-499人   \n",
       " 11   60e2fe0bf3df194a3c48adb502u.png          某深圳计算机硬件公司         50-99人   \n",
       " 12   61b07937d0458d53c627567e02u.jpg     深圳市环球一百电子商务有限公司         50-99人   \n",
       " 13   6417f4f7ccffa45e82ff07de05u.png          环球数科集团有限公司         50-99人   \n",
       " 14   5bfe9c9974719df0ac9a3e3d03a.png     深圳市柏威国际科技物流有限公司     1000-2000人   \n",
       " 15   5d56170fcd394174d09fc97d01u.jpg        上海弼博信息技术有限公司       100-499人   \n",
       " 16   594b94017032882fc3a2854d04a.png                禾望电气     2000-5000人   \n",
       " 17   60e2fe0bf3df194a3c48adb502u.png         某基金/证券/期货公司          1-49人   \n",
       " 18   60e2fe0bf3df194a3c48adb502u.png         某深圳大型电子技术公司     1000-2000人   \n",
       " 19   61a71f9fa253fa17b42f7e6901u.png          熵基科技股份有限公司     2000-5000人   \n",
       " 20   5bfea3d074719d2aa34c9ba003a.png        深圳微言科技有限责任公司       100-499人   \n",
       " 21   62c640acc3c0dc4a2c84d03005u.png      鹿客科技(北京)股份有限公司       500-999人   \n",
       " 22   60e2fe0bf3df194a3c48adb502u.png           某深圳科技金融公司         50-99人   \n",
       " 23   5e93f7dc37483e328d7b1b3002u.jpg                 努比亚       500-999人   \n",
       " 24   5bfe964274719df0ac98fcd803a.png                招商证券       10000人以上   \n",
       " 25   610747f212bf1b5bc34478a305u.png     深圳市城市交通规划设计研究中心     1000-2000人   \n",
       " 26   5bfe954374719dc6ed74162903a.png                方直科技       100-499人   \n",
       " 27   61e141ba2d87835f4a8a977e07u.png       Makeblock童心制物       500-999人   \n",
       " 28  5ec4f405ec4db462f8206d8e07u.jpeg        深圳万拓科技创新有限公司       500-999人   \n",
       " 29   60e2fe0bf3df194a3c48adb502u.png          某深圳计算机软件公司         50-99人   \n",
       " 30   5bfe91f574719d35745aef1b03a.png         极海微电子股份有限公司       500-999人   \n",
       " 31   5bfea46674719d2aa34cb7b503a.png        深圳联合水产发展有限公司       500-999人   \n",
       " 32   61b07937d0458d53c627567e02u.jpg       深圳市众力远通贸易有限公司          1-49人   \n",
       " 33   5f5c93b0f6d1ab584753807205u.png                麦思动力       100-499人   \n",
       " 34   60e2fe0bf3df194a3c48adb502u.png               某知名公司     2000-5000人   \n",
       " 35   60e2fe0bf3df194a3c48adb502u.png     某深圳基金/证券/期货上市公司     1000-2000人   \n",
       " 36   5e9e8459f2540204572d2db004u.jpg        香港现代教育集团有限公司     1000-2000人   \n",
       " 37   60e2fe0bf3df194a3c48adb502u.png            某深圳互联网公司         50-99人   \n",
       " 38   5bfea61174719d2aa34cf17003a.png                轴心自控       500-999人   \n",
       " 39   6405cc058177f55378872fc102u.png          北京牛客科技有限公司       100-499人   \n",
       " \n",
       "    comp.compIndustry                                 comp.link  \\\n",
       " 0           基金/证券/期货                                             \n",
       " 1              计算机软件                                             \n",
       " 2        电子/半导体/集成电路                                             \n",
       " 3        电子/半导体/集成电路   https://www.liepin.com/company/8164187/   \n",
       " 4              计算机硬件                                             \n",
       " 5                互联网  https://www.liepin.com/company/12806527/   \n",
       " 6              工业自动化   https://www.liepin.com/company/7674188/   \n",
       " 7               通信设备                                             \n",
       " 8        电子/半导体/集成电路   https://www.liepin.com/company/8010823/   \n",
       " 9               医疗器械   https://www.liepin.com/company/9825101/   \n",
       " 10              电子商务   https://www.liepin.com/company/8267592/   \n",
       " 11             计算机硬件                                             \n",
       " 12              电子商务  https://www.liepin.com/company/13350999/   \n",
       " 13            专业技术服务  https://www.liepin.com/company/12209965/   \n",
       " 14          货运/物流/仓储  https://www.liepin.com/company/12345995/   \n",
       " 15               互联网  https://www.liepin.com/company/10133389/   \n",
       " 16               新能源   https://www.liepin.com/company/9240081/   \n",
       " 17          基金/证券/期货                                             \n",
       " 18       电子/半导体/集成电路                                             \n",
       " 19       电子/半导体/集成电路   https://www.liepin.com/company/8882579/   \n",
       " 20           云计算/大数据   https://www.liepin.com/company/9219565/   \n",
       " 21              人工智能   https://www.liepin.com/company/8824779/   \n",
       " 22              科技金融                                             \n",
       " 23              通信设备   https://www.liepin.com/company/8028873/   \n",
       " 24          基金/证券/期货   https://www.liepin.com/company/8194401/   \n",
       " 25          货运/物流/仓储   https://www.liepin.com/company/8702336/   \n",
       " 26              在线教育   https://www.liepin.com/company/8024028/   \n",
       " 27              智能硬件   https://www.liepin.com/company/8327449/   \n",
       " 28               互联网   https://www.liepin.com/company/9377740/   \n",
       " 29             计算机软件                                             \n",
       " 30       电子/半导体/集成电路   https://www.liepin.com/company/9130300/   \n",
       " 31          食品/饮料/酒水   https://www.liepin.com/company/9129088/   \n",
       " 32             批发/零售  https://www.liepin.com/company/12775051/   \n",
       " 33               新能源   https://www.liepin.com/company/9291369/   \n",
       " 34            专业技术服务                                             \n",
       " 35          基金/证券/期货                                             \n",
       " 36              培训服务   https://www.liepin.com/company/9533094/   \n",
       " 37               互联网                                             \n",
       " 38             工业自动化   https://www.liepin.com/company/7674188/   \n",
       " 39               互联网   https://www.liepin.com/company/8891678/   \n",
       " \n",
       "    job.pcOuterLink job.h5OuterLink comp.compId  \n",
       " 0              NaN             NaN         NaN  \n",
       " 1              NaN             NaN         NaN  \n",
       " 2              NaN             NaN         NaN  \n",
       " 3                                    8164187.0  \n",
       " 4              NaN             NaN         NaN  \n",
       " 5                                   12806527.0  \n",
       " 6                                    7674188.0  \n",
       " 7              NaN             NaN         NaN  \n",
       " 8                                    8010823.0  \n",
       " 9                                    9825101.0  \n",
       " 10                                   8267592.0  \n",
       " 11             NaN             NaN         NaN  \n",
       " 12                                  13350999.0  \n",
       " 13                                  12209965.0  \n",
       " 14                                  12345995.0  \n",
       " 15                                  10133389.0  \n",
       " 16                                   9240081.0  \n",
       " 17             NaN             NaN         NaN  \n",
       " 18             NaN             NaN         NaN  \n",
       " 19                                   8882579.0  \n",
       " 20                                   9219565.0  \n",
       " 21                                   8824779.0  \n",
       " 22             NaN             NaN         NaN  \n",
       " 23                                   8028873.0  \n",
       " 24                                   8194401.0  \n",
       " 25                                   8702336.0  \n",
       " 26                                   8024028.0  \n",
       " 27                                   8327449.0  \n",
       " 28                                   9377740.0  \n",
       " 29             NaN             NaN         NaN  \n",
       " 30                                   9130300.0  \n",
       " 31                                   9129088.0  \n",
       " 32                                  12775051.0  \n",
       " 33                                   9291369.0  \n",
       " 34             NaN             NaN         NaN  \n",
       " 35             NaN             NaN         NaN  \n",
       " 36                                   9533094.0  \n",
       " 37             NaN             NaN         NaN  \n",
       " 38                                   7674188.0  \n",
       " 39                                   8891678.0  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
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       " 33  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 34  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 35  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 36  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 37  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 38  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 39  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"userId\":\"b04fcc33476e9d2df667f60dc25abddd\",\"...   \n",
       " 1   {\"userId\":\"d89ebae98fe9c804aa302853a9b58f19\",\"...   \n",
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       " 8   {\"userId\":\"410315ade1544f1337d7b8a5a8c32c1d\",\"...   \n",
       " 9   {\"userId\":\"cdff2d98e4df5f0f6a3e268ac5f6d924\",\"...   \n",
       " 10  {\"userId\":\"8c820f7cff9f58c0d79dcb3c970ccab2\",\"...   \n",
       " 11  {\"userId\":\"56636585e9c5f3d30a1ec2db8828a2ec\",\"...   \n",
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       " 14  {\"userId\":\"d6e81b07caa16bf107ca8405886766fb\",\"...   \n",
       " 15  {\"userId\":\"0a8201193b1746409b87e3148f7160db\",\"...   \n",
       " 16  {\"userId\":\"a6de94d56dc7882f6650892343233f3d\",\"...   \n",
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       " 18  {\"userId\":\"79ab56128b6d30cc05a3455ea67bd3af\",\"...   \n",
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       " 21  {\"userId\":\"f2fb45316684a4a2ea3a5b5e55a921ae\",\"...   \n",
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       " 29  {\"userId\":\"996e964e689c1e72280c0f67f7fa3471\",\"...   \n",
       " 30  {\"userId\":\"34bfae82c1e0d76508211c84f21ea183\",\"...   \n",
       " 31  {\"userId\":\"5dfa7aeb8d7d2010b600f391fdc6aea8\",\"...   \n",
       " 32  {\"userId\":\"a4ed9ed28b6d904b92d6e39adcfd0524\",\"...   \n",
       " 33  {\"userId\":\"47db6b507506babc4bbc30880744c061\",\"...   \n",
       " 34  {\"userId\":\"eea2881968204b7389ff6d604224b8d3\",\"...   \n",
       " 35  {\"userId\":\"dbc1871df2f6704996623f2dadfd2f3f\",\"...   \n",
       " 36  {\"userId\":\"0ea20f6f6da0be0231688fea79a53395\",\"...   \n",
       " 37  {\"userId\":\"aec25ee3d295cf855c75afbd546627e0\",\"...   \n",
       " 38  {\"userId\":\"c743cfe5a6fe1629678e5d19c98f413f\",\"...   \n",
       " 39  {\"userId\":\"bb2e3ca2098c9b00f4b57645f97600d9\",\"...   \n",
       " \n",
       "                                            job.labels job.refreshTime  \\\n",
       " 0                                         [数智化, 光伏行业]  20230601155612   \n",
       " 1                                  [硬件产品, 产品优化, 产品规划]  20230529095534   \n",
       " 2   [智能硬件, 交互设计, 产品规划, 需求分析, 增长产品, AI人工智能产品, 商业产品,...  20230512202632   \n",
       " 3                                  [产品规划, 市场调研, 竞品分析]  20230407182154   \n",
       " 4                                  [消费类电源, 适配器, 3C电子]  20230309234902   \n",
       " 5   [支付产品, 策略产品, 支付行业, 产品优化, 用户研究, 产品规划, 产品设计, 数据分...  20230417142031   \n",
       " 6                                         [产品设计, 移动端]  20211010171146   \n",
       " 7   [人机交互, 交互设计, 工业设计, 用户研究, 角色设计, 场景设计, Illustrat...  20230506120923   \n",
       " 8                                  [工具产品, 产品优化, 团队管理]  20230401154808   \n",
       " 9    [教育行业, 竞品分析, 需求分析, 产品设计, 需求管理, 产品规划, 交互设计, 原型设计]  20221017175727   \n",
       " 10                     [商业产品, 团队管理, 用户研究, 产品规划, 市场调研]  20220402091735   \n",
       " 11                     [用户研究, 产品设计, 市场调研, 需求分析, 产品规划]  20230421164812   \n",
       " 12              [供应链产品, 宠物行业, 家电行业, 产品优化, 产品规划, 团队管理]  20230519100134   \n",
       " 13                           [电子商务, to C, 数据分析, 市场调研]  20230510102351   \n",
       " 14  [人机交互, 交互设计, 工业设计, 用户研究, 角色设计, 场景设计, Illustrat...  20230522113546   \n",
       " 15           [跨境电商平台, 平台运营, 宠物类, 家电类, 家居类, 家具类, 线上运营]  20230506112854   \n",
       " 16  [电子商务, 硬件产品, ERP产品, 电商产品, to C, Axure, Xmind, ...  20220421101443   \n",
       " 17       [客户端产品, 计算机视觉, 产品设计, 产品规划, 竞品分析, 流程设计, 团队管理]  20230530172616   \n",
       " 18  [供应链产品, 人工智能, 智能硬件, 房地产行业, 产品规划, 团队管理, 市场调研, 产...  20230206135511   \n",
       " 19                                         [产品设计, g端]  20220222104814   \n",
       " 20            [智能硬件, TWS, 智能手环, 智能穿戴, 智能手表, 耳机, 消费电子]  20230602082822   \n",
       " 21                                      [客户端产品, 工具产品]  20230524103103   \n",
       " 22  [客户端产品, 直播/视频产品, 社交产品, 直播, 产品设计, 需求说明, 产品优化, 产...  20230330085721   \n",
       " 23  [供应链产品, 金融产品, 计算机软件, 金融行业, 产品设计, 用户研究, 产品规划, 原...  20230424093827   \n",
       " 24   [语音产品, 商业产品, 智能硬件, 产品设计, 产品优化, 竞品分析, 市场调研, 交互设计]  20230602101736   \n",
       " 25                                       [税务筹划, 税务合规]  20230523155833   \n",
       " 26                             [电子料, 电子元器件, 电子/通信/硬件]  20230531105456   \n",
       " 27  [平台产品, SaaS产品, 财务产品, OA产品, CRM产品, ERP产品, 计算机软件...  20230529110654   \n",
       " 28             [电商产品, 商业产品, 电子商务, 电子产品及配件, 消费品, 产品规划]  20230523174608   \n",
       " 29  [策略产品, 商业产品, 产品设计, 产品优化, 产品规划, Axure, 墨刀, 流程设计...  20220823163135   \n",
       " 30     [策略产品, 数据产品, 电力, 产品规划, 用户研究, 市场调研, 团队管理, 数据分析]  20230421103149   \n",
       " 31  [互联网医疗平台, 超声科, 超声厂家, AI, 产品经理, AI人工智能产品, 需求分析,...  20230523144043   \n",
       " 32                                             [需求分析]  20210310161047   \n",
       " 33                    [供应链产品, 产品规划, 需求验证, 用户研究, 团队管理]  20230223100611   \n",
       " 34  [硬件产品, 硬件系统集成, 用户研究, 团队管理, 产品优化, 需求管理, 产品设计, 产...  20230602135546   \n",
       " 35  [人机交互, 交互设计, 工业设计, 场景设计, 用户研究, 角色设计, Illustrat...  20230505142003   \n",
       " 36                              [金融产品, 金融行业, 金融理财/贷款]  20230403093730   \n",
       " 37  [硬件产品, 商业产品, 数据产品, OA产品, 定价/竞价产品, 硬件系统集成, 智能硬件...  20230601100229   \n",
       " 38                                                [阀]  20230531180230   \n",
       " 39             [axure, visio, mindmanager, erp, 需求分析]  20210106092728   \n",
       " \n",
       "              job.title  job.salary  job.dq job.jobKind job.jobId  \\\n",
       " 0               光伏产品总监      45-65k      深圳           1  44909527   \n",
       " 1                 产品经理      20-25k  深圳-宝安区           1  46443357   \n",
       " 2               软件产品经理  30-60k·16薪  深圳-南山区           2  58522875   \n",
       " 3                 产品经理      20-30k      深圳           1  45104611   \n",
       " 4            产品经理（SPS）      18-25k  深圳-南山区           2  55676993   \n",
       " 5    高级产品经理 (MJ000923)  20-30k·14薪  深圳-南山区           2  57859513   \n",
       " 6                 产品总监      30-50k      深圳           2  43026379   \n",
       " 7           UXUI交互设计专家     80-110k      深圳           1  45857169   \n",
       " 8            产品项目专员/经理  15-20k·14薪  深圳-南山区           2  57476937   \n",
       " 9                 产品经理      15-20k  深圳-龙华区           2  51831199   \n",
       " 10       国际产品经理-临床诊断方向      10-20k  深圳-盐田区           2  48539143   \n",
       " 11       产品经理（3c产品 双休）  15-25k·14薪  深圳-龙岗区           2  58020947   \n",
       " 12           亚马逊产品开发经理   8-12k·13薪  深圳-龙岗区           2  39236291   \n",
       " 13   亚马逊开发专员（精品，双休，年终）      10-15k  深圳-龙岗区           2  58240463   \n",
       " 14            资深交互设计专家    100-130k      深圳           1  45857181   \n",
       " 15            跨境电商产品开发       9-15k  深圳-龙华区           2  58324059   \n",
       " 16              高级产品经理      20-30k  深圳-龙华区           2  49094011   \n",
       " 17                产品经理      15-35k  深圳-宝安区           2  58961691   \n",
       " 18                产品经理  15-20k·14薪  深圳-龙华区           2  55047083   \n",
       " 19              资深产品经理  35-60k·14薪      深圳           2  44332741   \n",
       " 20           产品经理（TWS）  20-35k·13薪  深圳-南山区           2  55801975   \n",
       " 21               产品工程师  10-15k·13薪      深圳           2  55854149   \n",
       " 22         产品经理-娱乐、交友类      11-20k  深圳-南山区           1  44865327   \n",
       " 23              IT产品经理  25-45k·15薪  深圳-南山区           1  45568039   \n",
       " 24              语音产品总监  60-90k·15薪      深圳           1  46125645   \n",
       " 25              财税培训讲师      12-15k  深圳-宝安区           2  58748725   \n",
       " 26           采购（电子元器件）       8-13k      深圳           2  52000971   \n",
       " 27                产品经理  30-50k·15薪  深圳-南山区           1  46508711   \n",
       " 28            跨境电商产品经理  25-35k·14薪  深圳-罗湖区           2  58319505   \n",
       " 29  产品经理（粤海集团子公司+B端产品）      14-20k  深圳-罗湖区           2  52072273   \n",
       " 30         产品经理/高级产品经理      20-40k  深圳-龙岗区           2  58001289   \n",
       " 31                产品经理      25-40k  深圳-南山区           2  58638463   \n",
       " 32           亚马逊北美产品开发      20-30k      深圳           2  36208105   \n",
       " 33            产品经理（医疗）      10-15k      深圳           2  56395231   \n",
       " 34                产品经理      20-25k  深圳-宝安区           2  55316727   \n",
       " 35          UXUI交互设计专家     70-100k  深圳-福田区           1  45814869   \n",
       " 36              IT产品经理  15-25k·16薪  深圳-南山区           1  44941715   \n",
       " 37                产品经理      15-30k  深圳-南山区           2  52836323   \n",
       " 38            产品经理（阀类）      15-30k      深圳           1  45855531   \n",
       " 39             erp产品经理  10-25k·15薪      深圳           2  34843275   \n",
       " \n",
       "                                        job.dataPromId  ...  \\\n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " \n",
       "             recruiter.recruiterPhoto    comp.compName comp.compStage  \\\n",
       " 0    62062785d34efb29661cfe4903u.jpg     某国内计算机硬件上市公司            已上市   \n",
       " 1    5de702c4cd52473b94ee920b04u.png       某深圳计算机硬件公司          融资未公开   \n",
       " 2    5f8f9866dfb13a7dee342f1808u.jpg             不停科技             A轮   \n",
       " 3   64068bda89c72f288ff282ca06u.jpeg      某深圳大型电子商务公司          D轮及以上   \n",
       " 4    640a002bffdf96787e4edd2e02u.png     茂硕电源科技股份有限公司         沪深A股上市   \n",
       " 5    5f8f98648dbe6273dcf8515508u.jpg     深圳市新国都股份有限公司          创业板上市   \n",
       " 6    61962796e825507d065192c107u.png           深圳赤潮科技            天使轮   \n",
       " 7    611cc118f2b9da092553fdff03u.png      某基金/证券/期货公司            NaN   \n",
       " 8    5f8f986779c7cc70efbf36c008u.jpg    乐森机器人(北京)有限公司             B轮   \n",
       " 9    5f8f986779c7cc70efbf36c008u.jpg      深圳市智邻科技有限公司          融资未公开   \n",
       " 10   5f8f9863f6d1ab58476f246a08u.jpg             华大集团          创业板上市   \n",
       " 11   5f8f986779c7cc70efbf36c008u.jpg     瑾萱电子(深圳)有限公司            NaN   \n",
       " 12   5f8f986779c7cc70efbf36c008u.jpg    深圳市唯美时代科技有限公司          融资未公开   \n",
       " 13   5f8f98648dbe6273dcf8515508u.jpg      深圳市疆拓科技有限公司            NaN   \n",
       " 14   5dc2758947b2f02171bbc66e03u.jpg            某知名公司          融资未公开   \n",
       " 15   5f8f9865ea60860b75384fa508u.jpg     深圳市天空宇资讯有限公司            NaN   \n",
       " 16   5f8f9866dfb13a7dee342f1808u.jpg      深圳市锦读科技有限公司            NaN   \n",
       " 17   5f8f986c79c7cc70efbf36c808u.jpg  江苏慕藤光精密光学仪器有限公司           战略投资   \n",
       " 18   5f8f9863f6d1ab58476f246a08u.jpg       恒洁卫浴集团有限公司            NaN   \n",
       " 19   5f584989f6d1ab58474f51f005u.png             中国软件            已上市   \n",
       " 20   5f8f9865ea60860b75384fa508u.jpg            听智慧科技            NaN   \n",
       " 21   5f8f986779c7cc70efbf36c008u.jpg  深圳市国鑫恒运信息安全有限公司          融资未公开   \n",
       " 22   5b8dd3548e50b2deb603b81504a.jpg            某知名公司           战略融资   \n",
       " 23   6315ce828d3f3246b8dba05c01u.png            某知名公司            NaN   \n",
       " 24   61a09af77ccfac36a1abc83305u.png      某深圳大型智能硬件公司          D轮及以上   \n",
       " 25   5f8f986779c7cc70efbf36c008u.jpg       深圳数隆科技有限公司            NaN   \n",
       " 26   5f8f986aea60860b75384fab08u.jpg      深圳市迈亿商贸有限公司            NaN   \n",
       " 27   62ff5cba5a04b25e5bdf0bea02u.png       某深圳大型互联网公司             C轮   \n",
       " 28   5f8f9865ea60860b75384fa508u.jpg     郑州迪云网络科技有限公司             其他   \n",
       " 29   5ca47b51509919fa0ea15b9f05u.png    深圳市科荣软件股份有限公司          融资未公开   \n",
       " 30   5f8f98648dbe6273dcf8515508u.jpg       深圳弘远电气有限公司             B轮   \n",
       " 31   6459c826267d365e15dd3f9d03u.png             度影医疗             A轮   \n",
       " 32   5f8f98698dbe6273dcf8516008u.jpg     深圳维拓兰德科技有限公司          融资未公开   \n",
       " 33   5f8f9863f6d1ab58476f246a08u.jpg             华声医疗            天使轮   \n",
       " 34   5f8f98648dbe6273dcf8515508u.jpg             大风科技            NaN   \n",
       " 35   611e13489920a53a8b87179806u.png    某南京基金/证券/期货公司            NaN   \n",
       " 36   6267b2d63bf66543590b0cf602u.png  某深圳基金/证券/期货上市公司            已上市   \n",
       " 37   5f8f9866dfb13a7dee342f1808u.jpg     合肥瑞识智能科技有限公司            NaN   \n",
       " 38   604b2639fcd1087544bb939f06u.jpg        某广东中介服务公司          融资未公开   \n",
       " 39   5f8f9868f6d1ab58476f24a008u.jpg     前海联合网络科技有限公司            NaN   \n",
       " \n",
       "                        comp.compLogo  comp.compScale  \\\n",
       " 0    60e2fe0bf3df194a3c48adb502u.png        10000人以上   \n",
       " 1    60e2fe0bf3df194a3c48adb502u.png          50-99人   \n",
       " 2    63228dc043986e16a4c9917b02u.png          50-99人   \n",
       " 3    60e2fe0bf3df194a3c48adb502u.png      1000-2000人   \n",
       " 4    5bfe9a6f74719df0ac99d44603a.png      2000-5000人   \n",
       " 5    5c88aad9509919c4f51cbe9308u.jpg     5000-10000人   \n",
       " 6    61b07937d0458d53c627567e02u.jpg           1-49人   \n",
       " 7    60e2fe0bf3df194a3c48adb502u.png           1-49人   \n",
       " 8    60ab110e4005a2070875ef1a01u.png        100-499人   \n",
       " 9    61b07937d0458d53c627567e02u.jpg           1-49人   \n",
       " 10   611f509cf19ff06005ec915502u.png     5000-10000人   \n",
       " 11   61ce6164a5cfd6378da8692806u.png        100-499人   \n",
       " 12   61b07937d0458d53c627567e02u.jpg          50-99人   \n",
       " 13   61b07937d0458d53c627567e02u.jpg           1-49人   \n",
       " 14   60e2fe0bf3df194a3c48adb502u.png          50-99人   \n",
       " 15   61b07937d0458d53c627567e02u.jpg          50-99人   \n",
       " 16   61b07937d0458d53c627567e02u.jpg           1-49人   \n",
       " 17   619c639f1bd4fb704e3a800204u.jpg          50-99人   \n",
       " 18   5cb929439fae687d432c126b01u.jpg      2000-5000人   \n",
       " 19   5bfffaab74719da073f0da9c03u.png        10000人以上   \n",
       " 20   63d231c3de0d2e14579f3f7c06u.jpg          50-99人   \n",
       " 21   5f34db7513bca4465f2eca6c02u.png        100-499人   \n",
       " 22   60e2fe0bf3df194a3c48adb502u.png          50-99人   \n",
       " 23   60e2fe0bf3df194a3c48adb502u.png        100-499人   \n",
       " 24   60e2fe0bf3df194a3c48adb502u.png        500-999人   \n",
       " 25   61b07937d0458d53c627567e02u.jpg           1-49人   \n",
       " 26  5ecb67e315b5366045c59b9a05u.jpeg          50-99人   \n",
       " 27   60e2fe0bf3df194a3c48adb502u.png        500-999人   \n",
       " 28   644239e0edae7a152554329502u.png        100-499人   \n",
       " 29   5fdab3961721db2a11d7259001u.png        100-499人   \n",
       " 30   5bfe9d0774719d2aa34b4eda03a.png        100-499人   \n",
       " 31   63ff0e6cb65d3e269b47852a04u.png          50-99人   \n",
       " 32   61b07937d0458d53c627567e02u.jpg           1-49人   \n",
       " 33   5f728adb79c7cc70efb3978108u.png        100-499人   \n",
       " 34   61b07937d0458d53c627567e02u.jpg                   \n",
       " 35   60e2fe0bf3df194a3c48adb502u.png           1-49人   \n",
       " 36   60e2fe0bf3df194a3c48adb502u.png      1000-2000人   \n",
       " 37   61c53f15427fdd40f34ae7f406u.png        100-499人   \n",
       " 38   60e2fe0bf3df194a3c48adb502u.png           1-49人   \n",
       " 39   61b07937d0458d53c627567e02u.jpg        500-999人   \n",
       " \n",
       "                                    comp.link comp.compIndustry  \\\n",
       " 0                                                        计算机硬件   \n",
       " 1                                                        计算机硬件   \n",
       " 2   https://www.liepin.com/company/12564805/               互联网   \n",
       " 3                                                         电子商务   \n",
       " 4    https://www.liepin.com/company/8772633/       电子/半导体/集成电路   \n",
       " 5     https://www.liepin.com/company/855567/              智能硬件   \n",
       " 6   https://www.liepin.com/company/12895669/             机械/设备   \n",
       " 7                                                     基金/证券/期货   \n",
       " 8   https://www.liepin.com/company/12718425/              智能硬件   \n",
       " 9    https://www.liepin.com/company/9432138/             计算机软件   \n",
       " 10   https://www.liepin.com/company/6622708/              生物技术   \n",
       " 11  https://www.liepin.com/company/10281777/            贸易/进出口   \n",
       " 12   https://www.liepin.com/company/9696985/               互联网   \n",
       " 13  https://www.liepin.com/company/12541901/             计算机软件   \n",
       " 14                                                      专业技术服务   \n",
       " 15  https://www.liepin.com/company/13533505/              咨询服务   \n",
       " 16   https://www.liepin.com/company/9593941/               互联网   \n",
       " 17  https://www.liepin.com/company/13239945/           电气机械/器材   \n",
       " 18   https://www.liepin.com/company/9808193/                建材   \n",
       " 19    https://www.liepin.com/company/884579/             计算机软件   \n",
       " 20  https://www.liepin.com/company/13392207/       电子/半导体/集成电路   \n",
       " 21  https://www.liepin.com/company/12337645/           云计算/大数据   \n",
       " 22                                                       计算机软件   \n",
       " 23                                                    货运/物流/仓储   \n",
       " 24                                                        智能硬件   \n",
       " 25  https://www.liepin.com/company/13552977/           其他商务服务业   \n",
       " 26   https://www.liepin.com/company/8901642/       电子/半导体/集成电路   \n",
       " 27                                                         互联网   \n",
       " 28  https://www.liepin.com/company/12775557/            贸易/进出口   \n",
       " 29  https://www.liepin.com/company/10031075/             计算机软件   \n",
       " 30   https://www.liepin.com/company/9180651/             工业自动化   \n",
       " 31  https://www.liepin.com/company/12384469/             计算机软件   \n",
       " 32   https://www.liepin.com/company/9449112/               互联网   \n",
       " 33   https://www.liepin.com/company/9825101/              医疗器械   \n",
       " 34  https://www.liepin.com/company/12977567/             工业自动化   \n",
       " 35                                                    基金/证券/期货   \n",
       " 36                                                    基金/证券/期货   \n",
       " 37  https://www.liepin.com/company/13044255/       电子/半导体/集成电路   \n",
       " 38                                                    房地产租赁/中介   \n",
       " 39  https://www.liepin.com/company/12292771/               互联网   \n",
       " \n",
       "     job.pcOuterLink job.h5OuterLink comp.compId  \n",
       " 0               NaN             NaN         NaN  \n",
       " 1               NaN             NaN         NaN  \n",
       " 2                                    12564805.0  \n",
       " 3               NaN             NaN         NaN  \n",
       " 4                                     8772633.0  \n",
       " 5                                      855567.0  \n",
       " 6                                    12895669.0  \n",
       " 7               NaN             NaN         NaN  \n",
       " 8                                    12718425.0  \n",
       " 9                                     9432138.0  \n",
       " 10                                    6622708.0  \n",
       " 11                                   10281777.0  \n",
       " 12                                    9696985.0  \n",
       " 13                                   12541901.0  \n",
       " 14              NaN             NaN         NaN  \n",
       " 15                                   13533505.0  \n",
       " 16                                    9593941.0  \n",
       " 17                                   13239945.0  \n",
       " 18                                    9808193.0  \n",
       " 19                                     884579.0  \n",
       " 20                                   13392207.0  \n",
       " 21                                   12337645.0  \n",
       " 22              NaN             NaN         NaN  \n",
       " 23              NaN             NaN         NaN  \n",
       " 24              NaN             NaN         NaN  \n",
       " 25                                   13552977.0  \n",
       " 26                                    8901642.0  \n",
       " 27              NaN             NaN         NaN  \n",
       " 28                                   12775557.0  \n",
       " 29                                   10031075.0  \n",
       " 30                                    9180651.0  \n",
       " 31                                   12384469.0  \n",
       " 32                                    9449112.0  \n",
       " 33                                    9825101.0  \n",
       " 34                                   12977567.0  \n",
       " 35              NaN             NaN         NaN  \n",
       " 36              NaN             NaN         NaN  \n",
       " 37                                   13044255.0  \n",
       " 38              NaN             NaN         NaN  \n",
       " 39                                   12292771.0  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"recruiterName\":\"张先生\",\"jobKind\":\"1\",\"imId\":\"9...   \n",
       " 1   {\"recruiterName\":\"段女士\",\"jobKind\":\"2\",\"imId\":\"d...   \n",
       " 2   {\"recruiterName\":\"黄女士\",\"jobKind\":\"2\",\"imId\":\"c...   \n",
       " 3   {\"recruiterName\":\"赵女士\",\"jobKind\":\"1\",\"imId\":\"1...   \n",
       " 4   {\"recruiterName\":\"梁女士\",\"jobKind\":\"2\",\"imId\":\"0...   \n",
       " 5   {\"recruiterName\":\"李先生\",\"jobKind\":\"2\",\"imId\":\"7...   \n",
       " 6   {\"recruiterName\":\"孙女士\",\"jobKind\":\"2\",\"imId\":\"6...   \n",
       " 7   {\"recruiterName\":\"陈先生\",\"jobKind\":\"2\",\"imId\":\"f...   \n",
       " 8   {\"recruiterName\":\"徐女士\",\"jobKind\":\"2\",\"imId\":\"2...   \n",
       " 9   {\"recruiterName\":\"邱女士\",\"jobKind\":\"2\",\"imId\":\"b...   \n",
       " 10  {\"recruiterName\":\"朴女士\",\"jobKind\":\"2\",\"imId\":\"b...   \n",
       " 11  {\"recruiterName\":\"武女士\",\"jobKind\":\"1\",\"imId\":\"f...   \n",
       " 12  {\"recruiterName\":\"邓先生\",\"jobKind\":\"2\",\"imId\":\"a...   \n",
       " 13  {\"recruiterName\":\"李女士\",\"jobKind\":\"2\",\"imId\":\"8...   \n",
       " 14  {\"recruiterName\":\"陈女士\",\"jobKind\":\"1\",\"imId\":\"5...   \n",
       " 15  {\"recruiterName\":\"唐先生\",\"jobKind\":\"2\",\"imId\":\"b...   \n",
       " 16  {\"recruiterName\":\"董先生\",\"jobKind\":\"1\",\"imId\":\"0...   \n",
       " 17  {\"recruiterName\":\"叶京燕\",\"jobKind\":\"2\",\"imId\":\"2...   \n",
       " 18  {\"recruiterName\":\"周先生\",\"jobKind\":\"1\",\"imId\":\"0...   \n",
       " 19  {\"recruiterName\":\"李先生\",\"jobKind\":\"1\",\"imId\":\"c...   \n",
       " 20  {\"recruiterName\":\"周女士\",\"jobKind\":\"1\",\"imId\":\"b...   \n",
       " 21  {\"recruiterName\":\"耿女士\",\"jobKind\":\"2\",\"imId\":\"0...   \n",
       " 22  {\"recruiterName\":\"叶女士\",\"jobKind\":\"2\",\"imId\":\"6...   \n",
       " 23  {\"recruiterName\":\"刘先生\",\"jobKind\":\"2\",\"imId\":\"3...   \n",
       " 24  {\"recruiterName\":\"孙女士\",\"jobKind\":\"1\",\"imId\":\"5...   \n",
       " 25  {\"recruiterName\":\"王女士\",\"jobKind\":\"1\",\"imId\":\"3...   \n",
       " 26  {\"recruiterName\":\"蔡女士\",\"jobKind\":\"1\",\"imId\":\"f...   \n",
       " 27  {\"recruiterName\":\"郭先生\",\"jobKind\":\"2\",\"imId\":\"f...   \n",
       " 28  {\"recruiterName\":\"刘先生\",\"jobKind\":\"1\",\"imId\":\"c...   \n",
       " 29  {\"recruiterName\":\"韩女士\",\"jobKind\":\"2\",\"imId\":\"1...   \n",
       " 30  {\"recruiterName\":\"朱女士\",\"jobKind\":\"2\",\"imId\":\"7...   \n",
       " 31  {\"recruiterName\":\"李女士\",\"jobKind\":\"2\",\"imId\":\"6...   \n",
       " 32  {\"recruiterName\":\"沈女士\",\"jobKind\":\"2\",\"imId\":\"4...   \n",
       " 33  {\"recruiterName\":\"徐女士\",\"jobKind\":\"1\",\"imId\":\"b...   \n",
       " 34  {\"recruiterName\":\"陈先生\",\"jobKind\":\"2\",\"imId\":\"5...   \n",
       " 35  {\"recruiterName\":\"何女士\",\"jobKind\":\"2\",\"imId\":\"0...   \n",
       " 36  {\"recruiterName\":\"梅女士\",\"jobKind\":\"2\",\"imId\":\"8...   \n",
       " 37  {\"recruiterName\":\"阮女士\",\"jobKind\":\"2\",\"imId\":\"1...   \n",
       " 38  {\"recruiterName\":\"李先生\",\"jobKind\":\"2\",\"imId\":\"3...   \n",
       " 39  {\"recruiterName\":\"陈女士\",\"jobKind\":\"1\",\"imId\":\"9...   \n",
       " \n",
       "                                              dataInfo recruiter.recruiterName  \\\n",
       " 0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     张先生   \n",
       " 1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     段女士   \n",
       " 2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     黄女士   \n",
       " 3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     赵女士   \n",
       " 4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     梁女士   \n",
       " 5   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     李先生   \n",
       " 6   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     孙女士   \n",
       " 7   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     陈先生   \n",
       " 8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     徐女士   \n",
       " 9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     邱女士   \n",
       " 10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     朴女士   \n",
       " 11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     武女士   \n",
       " 12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     邓先生   \n",
       " 13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     李女士   \n",
       " 14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     陈女士   \n",
       " 15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     唐先生   \n",
       " 16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     董先生   \n",
       " 17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     叶京燕   \n",
       " 18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     周先生   \n",
       " 19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     李先生   \n",
       " 20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     周女士   \n",
       " 21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     耿女士   \n",
       " 22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     叶女士   \n",
       " 23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     刘先生   \n",
       " 24  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     孙女士   \n",
       " 25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     王女士   \n",
       " 26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     蔡女士   \n",
       " 27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     郭先生   \n",
       " 28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     刘先生   \n",
       " 29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     韩女士   \n",
       " 30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     朱女士   \n",
       " 31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     李女士   \n",
       " 32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     沈女士   \n",
       " 33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     徐女士   \n",
       " 34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     陈先生   \n",
       " 35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     何女士   \n",
       " 36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     梅女士   \n",
       " 37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     阮女士   \n",
       " 38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     李先生   \n",
       " 39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     陈女士   \n",
       " \n",
       "    recruiter.recruiterTitle                    recruiter.imId  \\\n",
       " 0                      猎头顾问  9eb39ac15f45c96d4a7a04e7d95591ea   \n",
       " 1                  党群人事部HRD  da751bc71906f2b6a0ad0daaaaa88c96   \n",
       " 2                      HRBP  cc8392c55c435e23b8186adbf6c31dd6   \n",
       " 3                      猎头顾问  11574ab027fd533f9ccf3dc45f6d7696   \n",
       " 4                        HR  07707a8548ea8b156902e49d7f82f4f2   \n",
       " 5                      招聘经理  7b9b3f8cd92a71ef4383db9bf147ecbd   \n",
       " 6                      招聘总监  60e73f75e211ceba34bd6f8976dce95b   \n",
       " 7                      人事经理  ff9c593d0d45e90dd3bb4520db770433   \n",
       " 8                            2b172403a889c4b8befa578784e31c32   \n",
       " 9                        HR  b5346580f0bcd4c07305a8d8367242c1   \n",
       " 10                     HRBP  b4c20561a2d6bffce950a599d250d4ad   \n",
       " 11                     猎头顾问  f228f688b846f9e8882b84a174d57208   \n",
       " 12                     招聘经理  a8d54fc5d87bacf9badf6103e701e3da   \n",
       " 13                     招聘专员  81f6c8f25b10056f66eeece80d41bfcb   \n",
       " 14                     猎头顾问  5e52d414ed826f2dabeac3dd985c228e   \n",
       " 15                     招聘经理  b38207013079fadf13dd84912f51618a   \n",
       " 16                     猎头顾问  0cc3b808155b2cb8ee7b65a82243fe9b   \n",
       " 17                     HRBP  273bae2d6b4b8a13bbc616e954f3a657   \n",
       " 18                     猎头顾问  0dff07615459ca410503db90a2475348   \n",
       " 19                     猎头顾问  c41ff056057a1e20baae4d84c1395e96   \n",
       " 20                     猎头顾问  b3b68c3c04506a354383db9bf147ecbd   \n",
       " 21                     HRBP  084e6d868cd0afe3937a45d7910778f0   \n",
       " 22                   人力资源主管  62289cb8c8c0e4a7337193710fe42056   \n",
       " 23                 资深人力资源经理  3c3f00119995065a5f6bea0a694a557b   \n",
       " 24                     猎头顾问  5d75241ec138039322ae6ca7fd787aa4   \n",
       " 25                     猎头顾问  3ed42f9190466afad2e7a31c096a5fc3   \n",
       " 26                     猎头顾问  f76e6c6c1edabcd458bd3a217be05b4d   \n",
       " 27                    首席运营官  f11c5ef78ff2b4ea4a7a04e7d95591ea   \n",
       " 28                     猎头顾问  c122e23f56874601ac4acac916df0e35   \n",
       " 29                     招聘专员  184ff24afe26e6929b730e23f2bd8f83   \n",
       " 30                 人力资源高级经理  7ab750694f97a05bc1bd2b3e9fec8144   \n",
       " 31                   产研HRBP  664610e36e601365d1ab17cab7c5f1ad   \n",
       " 32                     招聘经理  463aec4b2967d34c4d437e75b9ab7ce8   \n",
       " 33                     猎头顾问  b6e1c92a726ded421837546e45eb3a29   \n",
       " 34                     招聘主管  50f4735994e663d4ec80943e31d35655   \n",
       " 35                     HRBP  0bc4aec3a4d222014383db9bf147ecbd   \n",
       " 36                  招聘专员/助理  81b6e71d0262994524eff958a002fd93   \n",
       " 37                       HR  16ff2b4c36eeb7a998c82c53e9e3d78d   \n",
       " 38                     软件开发  36c3b1c85de5694cf3f1fc590df8ebcb   \n",
       " 39                     猎头顾问  911ccd0b0b8a405610eee5f74aeb3ab8   \n",
       " \n",
       "    recruiter.imUserType  recruiter.chatted          recruiter.recruiterPhoto  \\\n",
       " 0                     2              False   60e40753f378660bbb70150603u.png   \n",
       " 1                     2              False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 2                     2              False   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 3                     2              False   5c739ce0261c45f0478f51f307u.png   \n",
       " 4                     2              False   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 5                     2              False   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 6                     2              False   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 7                     2              False   6207c1d3b3802c5591c640f305u.png   \n",
       " 8                     2              False   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 9                     2              False   59f2c88a70328f67f2d2ab8d06a.png   \n",
       " 10                    2              False   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 11                    2              False   64780b64296f772e8f0ca3bd06u.png   \n",
       " 12                    2              False   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 13                    2              False   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 14                    2              False  6327cbdf3483d7241c0146ae07u.jpeg   \n",
       " 15                    2              False   550f88f80cf24b68b179bf8f01a.png   \n",
       " 16                    2              False   5f8fa3a78dbe6273dcf85e2608u.png   \n",
       " 17                    2              False   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 18                    2              False  646c2dfda939f80e4cb6f86006u.jpeg   \n",
       " 19                    2              False   61bd495b3ec9561b924934b301u.png   \n",
       " 20                    2              False   6255139518f82a7b05b7bba206u.jpg   \n",
       " 21                    2              False   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 22                    2              False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 23                    2              False   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 24                    2              False   6225d9d92d42b56e4c54c6ae08u.png   \n",
       " 25                    2              False  640a7cedf219ba13942638f401u.jpeg   \n",
       " 26                    2              False   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 27                    2              False   5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 28                    2              False   5a14219c70323b4a84a1e65305a.jpg   \n",
       " 29                    2              False   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 30                    2              False   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 31                    2              False   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 32                    2              False   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 33                    2              False   642bfea1c673731e50224d6b08u.png   \n",
       " 34                    2              False   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 35                    2              False   61a59660bfad7e18615c90b705u.jpg   \n",
       " 36                    2              False   5c66703f509919607f781bdd06u.jpg   \n",
       " 37                    2              False   63ff5af886fce16fcab92ada04u.png   \n",
       " 38                    2              False   5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 39                    2              False   60d57a84dc1dd861d761a19608u.png   \n",
       " \n",
       "                recruiter.recruiterId comp.compIndustry  ... job.refreshTime  \\\n",
       " 0   38c112404d3aeefa2e5c07d44d131903             计算机硬件  ...  20230418175013   \n",
       " 1   a75a2e41be59587f9dce154648a79960             计算机软件  ...  20230515111130   \n",
       " 2   1adf7a4f82d307248a6e1439befe59aa            贸易/进出口  ...  20230421115519   \n",
       " 3   a2ddc0c7725912bb77067b08dcec66f0             工业自动化  ...  20230531113002   \n",
       " 4   35fa1821ce7a08683c4d63c8a62401e5              人工智能  ...  20230601005809   \n",
       " 5   d59f2ecca402c2712de8b2ea23087c06              通信设备  ...  20230427154710   \n",
       " 6   8126ba3ddb0650bf477c8b3e022f0010              智能硬件  ...  20230529153235   \n",
       " 7   d9ea30cabe4d8e3d5a1895cf39d20b1e                建材  ...  20230515094103   \n",
       " 8   a16b12ed23e0d953c0d85e41c4b7b278              智能硬件  ...  20230130092539   \n",
       " 9   8b5abc3ad637db579ec89ccf3c53d40f               互联网  ...  20230222093729   \n",
       " 10  1e424dca05f582f7cc151ae41584e763       电子/半导体/集成电路  ...  20221101112242   \n",
       " 11  1e5157998106b132815d2ca38ea01cd0          基金/证券/期货  ...  20230602103649   \n",
       " 12  eb58659467639b7e28fbcf8dd8b8bf11              通信设备  ...  20230602083439   \n",
       " 13  44a07cdf4f0c0c03ee8d8875d1428c03              电子商务  ...  20220415112756   \n",
       " 14  c5dc94af91473fd475bbeda7df7f9fa3       电子/半导体/集成电路  ...  20230517104850   \n",
       " 15  bed2c684c667c30635f1d08c4a06fd12               互联网  ...  20221207114259   \n",
       " 16  6f2499a7a0acbc86a2346b5c7ca5a5a1          基金/证券/期货  ...  20230517165745   \n",
       " 17  7b06d38d652b79c5e4a48ba061ab5f01       电子/半导体/集成电路  ...  20230602134345   \n",
       " 18  9ce90b0f34b822842bb3be54e0c84db4          基金/证券/期货  ...  20230523152023   \n",
       " 19  058b4cc5343b6a9e2711dea697459d3f              IT服务  ...  20230602094324   \n",
       " 20  ee327bf28f7a69a3197d1e64b25c4954          基金/证券/期货  ...  20230424105232   \n",
       " 21  e139d58f3b31a6f43262e1e3977a5aa7              人工智能  ...  20230530110931   \n",
       " 22  2f8ba08fb7b5e214eb5924f613440ace             工业自动化  ...  20230602094427   \n",
       " 23  c0f55eccb5ce75c78b4660280a2c8ea1              室内娱乐  ...  20230530151204   \n",
       " 24  aab7db88e8163461a508af740ba98e92              电子商务  ...  20230531133854   \n",
       " 25  01d6433dfd2863710020103ce7e056ad            科技推广服务  ...  20230317140806   \n",
       " 26  3304efa597a1221017c3d84d2f8d34e7               互联网  ...  20230529090610   \n",
       " 27  c5745d1409d4de60410aae8bd964bcff             计算机软件  ...  20230530114436   \n",
       " 28  3ee0ea904d790fe1e92821f9c0b25c2d           农/林/牧/渔  ...  20230518165142   \n",
       " 29  3930e51b8cf227d67d7812cd4605345f             计算机软件  ...  20230105155052   \n",
       " 30  e26719bc1572921e99e749aade724159              电子商务  ...  20210423150552   \n",
       " 31  d7533b090a9b375d2fc7fee0a856df92       电子/半导体/集成电路  ...  20230531104015   \n",
       " 32  6e631b2bc3783434c996df2958038e55             计算机软件  ...  20221011155718   \n",
       " 33  c93d7ed26dd30de49027a1607b3debad              电子商务  ...  20230601174605   \n",
       " 34  e3a15fdabd7e2923a56a98c0a3f42487              电子商务  ...  20230518163826   \n",
       " 35  2efc2967c1f03e03897cd986a2fc15dd               互联网  ...  20220714120703   \n",
       " 36  2a2f227f3c70bc4b4fe246eda13f4961           其他商务服务业  ...  20230331153101   \n",
       " 37  7a64bf792660e391d7d469493fe4d93a              医疗器械  ...  20230411220238   \n",
       " 38  9fda94d6d65ba062bac93100a98da3bd               互联网  ...  20220216220945   \n",
       " 39  3409dcac66a5f296d30fb88e2c561639          基金/证券/期货  ...  20230516114815   \n",
       " \n",
       "    job.topJob job.jobId job.advViewFlag  \\\n",
       " 0       False  45410937           False   \n",
       " 1       False  56912359           False   \n",
       " 2       False  58006557           False   \n",
       " 3       False  44701785           False   \n",
       " 4       False  56330245           False   \n",
       " 5       False  57606853           False   \n",
       " 6       False  58553905           False   \n",
       " 7       False  53542107           False   \n",
       " 8       False  55603931           False   \n",
       " 9       False  56105857           False   \n",
       " 10      False  53503439           False   \n",
       " 11      False  46649445           False   \n",
       " 12      False  58281363           False   \n",
       " 13      False  48915861           False   \n",
       " 14      False  44166023           False   \n",
       " 15      False  28499307           False   \n",
       " 16      False  46177187           False   \n",
       " 17      False  56749287           False   \n",
       " 18      False  46370195           False   \n",
       " 19      False  45552911           False   \n",
       " 20      False  45574899           False   \n",
       " 21      False  54532757           False   \n",
       " 22      False  33945481           False   \n",
       " 23      False  58953073           False   \n",
       " 24      False  44111005           False   \n",
       " 25      False  44502423           False   \n",
       " 26      False  46464821           False   \n",
       " 27      False  35330731           False   \n",
       " 28      False  44802769           False   \n",
       " 29      False  55346931           False   \n",
       " 30      False  38514033           False   \n",
       " 31      False  55095241           False   \n",
       " 32      False  53054785           False   \n",
       " 33      False  45804233           False   \n",
       " 34      False  54670385           False   \n",
       " 35      False  51119043           False   \n",
       " 36      False  50277755           False   \n",
       " 37      False  57720335           False   \n",
       " 38      False  47146633           False   \n",
       " 39      False  45698473           False   \n",
       " \n",
       "                                        job.link  \\\n",
       " 0       https://www.liepin.com/a/45410937.shtml   \n",
       " 1   https://www.liepin.com/job/1956912359.shtml   \n",
       " 2   https://www.liepin.com/job/1958006557.shtml   \n",
       " 3       https://www.liepin.com/a/44701785.shtml   \n",
       " 4   https://www.liepin.com/job/1956330245.shtml   \n",
       " 5   https://www.liepin.com/job/1957606853.shtml   \n",
       " 6   https://www.liepin.com/job/1958553905.shtml   \n",
       " 7   https://www.liepin.com/job/1953542107.shtml   \n",
       " 8   https://www.liepin.com/job/1955603931.shtml   \n",
       " 9   https://www.liepin.com/job/1956105857.shtml   \n",
       " 10  https://www.liepin.com/job/1953503439.shtml   \n",
       " 11      https://www.liepin.com/a/46649445.shtml   \n",
       " 12  https://www.liepin.com/job/1958281363.shtml   \n",
       " 13  https://www.liepin.com/job/1948915861.shtml   \n",
       " 14      https://www.liepin.com/a/44166023.shtml   \n",
       " 15  https://www.liepin.com/job/1928499307.shtml   \n",
       " 16      https://www.liepin.com/a/46177187.shtml   \n",
       " 17  https://www.liepin.com/job/1956749287.shtml   \n",
       " 18      https://www.liepin.com/a/46370195.shtml   \n",
       " 19      https://www.liepin.com/a/45552911.shtml   \n",
       " 20      https://www.liepin.com/a/45574899.shtml   \n",
       " 21  https://www.liepin.com/job/1954532757.shtml   \n",
       " 22  https://www.liepin.com/job/1933945481.shtml   \n",
       " 23  https://www.liepin.com/job/1958953073.shtml   \n",
       " 24      https://www.liepin.com/a/44111005.shtml   \n",
       " 25      https://www.liepin.com/a/44502423.shtml   \n",
       " 26      https://www.liepin.com/a/46464821.shtml   \n",
       " 27  https://www.liepin.com/job/1935330731.shtml   \n",
       " 28      https://www.liepin.com/a/44802769.shtml   \n",
       " 29  https://www.liepin.com/job/1955346931.shtml   \n",
       " 30  https://www.liepin.com/job/1938514033.shtml   \n",
       " 31  https://www.liepin.com/job/1955095241.shtml   \n",
       " 32  https://www.liepin.com/job/1953054785.shtml   \n",
       " 33      https://www.liepin.com/a/45804233.shtml   \n",
       " 34  https://www.liepin.com/job/1954670385.shtml   \n",
       " 35  https://www.liepin.com/job/1951119043.shtml   \n",
       " 36  https://www.liepin.com/job/1950277755.shtml   \n",
       " 37  https://www.liepin.com/job/1957720335.shtml   \n",
       " 38  https://www.liepin.com/job/1947146633.shtml   \n",
       " 39      https://www.liepin.com/a/45698473.shtml   \n",
       " \n",
       "                                        job.dataPromId job.requireEduLevel  \\\n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=13&...                统招本科   \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=13&...                  本科   \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=13&...                  本科   \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=13&...               本科及以上   \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=13&...                  本科   \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=13&...                  本科   \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=13&...                  本科   \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=13&...                  本科   \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=13&...                统招本科   \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=13&...                  本科   \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...                  本科   \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...               本科及以上   \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...                  本科   \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...                统招本科   \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...               本科及以上   \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...                  本科   \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...                统招本科   \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...                  本科   \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...                统招本科   \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...                统招本科   \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...                统招本科   \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...                  本科   \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...                统招本科   \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...                  本科   \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...               本科及以上   \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...               本科及以上   \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...                统招本科   \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...                  本科   \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...                统招本科   \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...                  本科   \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...                  本科   \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...                  本科   \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...                统招本科   \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...               本科及以上   \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...                  本科   \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...                统招本科   \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...                  本科   \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...                  本科   \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...                  本科   \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...                统招本科   \n",
       " \n",
       "    comp.compId job.pcOuterLink job.h5OuterLink  \n",
       " 0          NaN             NaN             NaN  \n",
       " 1   10031075.0                                  \n",
       " 2   13510699.0                                  \n",
       " 3          NaN             NaN             NaN  \n",
       " 4   13061563.0                                  \n",
       " 5    8028873.0                                  \n",
       " 6    8048327.0                                  \n",
       " 7     876194.0                                  \n",
       " 8     855567.0                                  \n",
       " 9    8566452.0                                  \n",
       " 10   8080013.0                                  \n",
       " 11         NaN             NaN             NaN  \n",
       " 12   8969895.0                                  \n",
       " 13   8600016.0                                  \n",
       " 14         NaN             NaN             NaN  \n",
       " 15   8185228.0                                  \n",
       " 16         NaN             NaN             NaN  \n",
       " 17   8030324.0                                  \n",
       " 18         NaN             NaN             NaN  \n",
       " 19         NaN             NaN             NaN  \n",
       " 20         NaN             NaN             NaN  \n",
       " 21   9671912.0                                  \n",
       " 22    525621.0                                  \n",
       " 23   9133541.0                                  \n",
       " 24         NaN             NaN             NaN  \n",
       " 25         NaN             NaN             NaN  \n",
       " 26         NaN             NaN             NaN  \n",
       " 27   9510654.0                                  \n",
       " 28         NaN             NaN             NaN  \n",
       " 29  10031075.0                                  \n",
       " 30   9161474.0                                  \n",
       " 31   9237744.0                                  \n",
       " 32   9546425.0                                  \n",
       " 33         NaN             NaN             NaN  \n",
       " 34  13295989.0                                  \n",
       " 35   9723182.0                                  \n",
       " 36   2366699.0                                  \n",
       " 37   9309037.0                                  \n",
       " 38   3446158.0                                  \n",
       " 39         NaN             NaN             NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 1   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 2   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 3   %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 4   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 5   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 6   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 7   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 8   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 9   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 10  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 11  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 12  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 13  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 14  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 15  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 16  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 17  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 18  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 19  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 20  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 21  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 22  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 23  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 24  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 25  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 26  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 27  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 28  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 29  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 30  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 31  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 32  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 33  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 34  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 35  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 36  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 37  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 38  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 39  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobKind\":\"1\",\"imId\":\"e97cdadf9d3f277c81f8dff...   \n",
       " 1   {\"jobKind\":\"2\",\"imId\":\"4f2579c02610e41598c82c5...   \n",
       " 2   {\"jobKind\":\"2\",\"imId\":\"56cb9cf1866be53d2982e99...   \n",
       " 3   {\"jobKind\":\"1\",\"imId\":\"5338d0e9d36de5207c654f0...   \n",
       " 4   {\"jobKind\":\"2\",\"imId\":\"5d070f58d8aa4b0f4eb3c85...   \n",
       " 5   {\"jobKind\":\"2\",\"imId\":\"60e73f75e211ceba34bd6f8...   \n",
       " 6   {\"jobKind\":\"2\",\"imId\":\"524d3e8e624ca0b08629550...   \n",
       " 7   {\"jobKind\":\"2\",\"imId\":\"e5e9921f27a569ebcb8db5f...   \n",
       " 8   {\"jobKind\":\"2\",\"imId\":\"598a1d9d126deb4f7dbc66d...   \n",
       " 9   {\"jobKind\":\"2\",\"imId\":\"ddd455b9ad371f3013d8a6e...   \n",
       " 10  {\"jobKind\":\"2\",\"imId\":\"87050332472f50534036597...   \n",
       " 11  {\"jobKind\":\"2\",\"imId\":\"cc03ed8002b5d2d527604c8...   \n",
       " 12  {\"jobKind\":\"2\",\"imId\":\"b8f9ecad86fa763e383f3da...   \n",
       " 13  {\"jobKind\":\"1\",\"imId\":\"6a730ebad4d6efb98d1ff84...   \n",
       " 14  {\"jobKind\":\"2\",\"imId\":\"291a50f65c0bd25d99eeb04...   \n",
       " 15  {\"jobKind\":\"2\",\"imId\":\"5f585f22ef83ff91e37b0b2...   \n",
       " 16  {\"jobKind\":\"2\",\"imId\":\"879490763597a5c50c4b1b9...   \n",
       " 17  {\"jobKind\":\"2\",\"imId\":\"2cd356a8d5811ed28868111...   \n",
       " 18  {\"jobKind\":\"1\",\"imId\":\"4eef996509a88723cc80965...   \n",
       " 19  {\"jobKind\":\"2\",\"imId\":\"e5e9921f27a569ebcb8db5f...   \n",
       " 20  {\"jobKind\":\"2\",\"imId\":\"2082742a87ff87cb6ee1c09...   \n",
       " 21  {\"jobKind\":\"2\",\"imId\":\"1ae00cd52d7160620fc036b...   \n",
       " 22  {\"jobKind\":\"1\",\"imId\":\"517d0a3764b99eb1478730d...   \n",
       " 23  {\"jobKind\":\"2\",\"imId\":\"c84e33ab1f6c6b916042c17...   \n",
       " 24  {\"jobKind\":\"2\",\"imId\":\"ee1108ff557d978a063dfc1...   \n",
       " 25  {\"jobKind\":\"2\",\"imId\":\"5b81a703cdf8b764471ce7e...   \n",
       " 26  {\"jobKind\":\"2\",\"imId\":\"7eb139397d173b320fc036b...   \n",
       " 27  {\"jobKind\":\"2\",\"imId\":\"99aa4f2f8525122162b37f7...   \n",
       " 28  {\"jobKind\":\"2\",\"imId\":\"ef4743588617fb9942eae08...   \n",
       " 29  {\"jobKind\":\"2\",\"imId\":\"34d2f788e1c5717001ab80e...   \n",
       " 30  {\"jobKind\":\"2\",\"imId\":\"62b302d32dd7f84334301b9...   \n",
       " 31  {\"jobKind\":\"1\",\"imId\":\"bbdac239038a49556bc971e...   \n",
       " 32  {\"jobKind\":\"2\",\"imId\":\"ed31799a93ad3cd4dccb8f6...   \n",
       " 33  {\"jobKind\":\"1\",\"imId\":\"22187865c53d8854ebd994a...   \n",
       " 34  {\"jobKind\":\"2\",\"imId\":\"7f24ec9d7f5b2416dc2616a...   \n",
       " 35  {\"jobKind\":\"2\",\"imId\":\"b65b608d2e5c5d1369df241...   \n",
       " 36  {\"jobKind\":\"2\",\"imId\":\"fd1a778503b82b916bc971e...   \n",
       " 37  {\"jobKind\":\"2\",\"imId\":\"8bd9109c68c4cdf5c6ad156...   \n",
       " 38  {\"jobKind\":\"2\",\"imId\":\"d95cf5c56ab5e8c450566d7...   \n",
       " 39  {\"jobKind\":\"1\",\"imId\":\"fa8c6bf7693714680eae969...   \n",
       " \n",
       "                                            job.labels job.jobKind  \\\n",
       " 0                             [功率半导体器件, MOS、二极管, FAE]           1   \n",
       " 1          [平台产品, 产品设计, 金融产品, 支付产品, 电商产品, 需求分析, to C]           2   \n",
       " 2                                              [数据分析]           2   \n",
       " 3                                  [产品规划, 竞品分析, 团队管理]           1   \n",
       " 4   [产品规划, 需求分析, 市场调查, 消费品, 电子/半导体/集成电路, 智能硬件, 消费电...           2   \n",
       " 5                   [硬件产品, 智能硬件, 电子产品及配件, 产品规划, 市场调研]           2   \n",
       " 6                [策略产品, 家电行业, 市场调研, 产品规划, 产品优化, 团队管理]           2   \n",
       " 7                            [平台产品, 策略产品, 产品优化, 产品规划]           2   \n",
       " 8   [平台产品, 产品规划, 产品设计, 产品优化, Axure, 交互设计, 需求分析, 用户...           2   \n",
       " 9                                                  []           2   \n",
       " 10                                 [数据产品, 团队管理, 产品优化]           2   \n",
       " 11         [工具产品, 产品规划, 市场调研, 产品优化, 需求分析, 产品设计, 团队管理]           2   \n",
       " 12  [平台产品, 社区产品, 智慧城市, 产品设计, 产品规划, 墨刀, Visio, Axur...           2   \n",
       " 13                                       [to C, 用户研究]           1   \n",
       " 14         [策略产品, 产品规划, 用户研究, 产品设计, 团队管理, 竞品分析, 市场调研]           2   \n",
       " 15                                             [数据分析]           2   \n",
       " 16  [原型设计, 产品规划, 竞品分析, 策略产品, IT互联网, 计算机软件, to B, t...           2   \n",
       " 17  [产品规划, 需求分析, 支付产品, 电子/半导体/集成电路, to B, 移动端产品, 市...           2   \n",
       " 18  [供应链产品, 金融产品, 计算机软件, 金融行业, 产品设计, 产品规划, 用户研究, 原...           1   \n",
       " 19  [策略产品, 增长产品, 供应链产品, 平台产品, 工艺品/收藏品, 旅游行业, 产品优化,...           2   \n",
       " 20                     [产品设计, 数据分析, 硬件产品, 智能硬件, C端产品]           2   \n",
       " 21  [平台产品, 工具产品, SaaS系统, 产品设计, 产品规划, 交互设计, 用户研究, X...           2   \n",
       " 22                                            [养老医疗 ]           1   \n",
       " 23                          [市场调研分析, 市场策划, 品牌推广, KOL]           2   \n",
       " 24  [数据产品, 硬件产品, 直播/视频产品, 消费品, 人工智能, 智能硬件, 硬件系统集成,...           2   \n",
       " 25              [客户端产品, 商业产品, 策略产品, 产品规划, 产品优化, 用户研究]           2   \n",
       " 26                          [供应链产品, 产品规划, 用户研究, 团队管理]           2   \n",
       " 27                           [数据产品, 用户研究, 需求分析, 产品规划]           2   \n",
       " 28                                              [税务师]           2   \n",
       " 29              [工具产品, 平台产品, 游戏行业, IT互联网, 产品设计, 产品规划]           2   \n",
       " 30  [工具产品, 策略产品, 产品规划, 产品设计, 团队管理, 交互设计, 用户研究, 产品优...           2   \n",
       " 31  [数据产品, 策略产品, 医疗卫生/医药, 医药行业, 采购, 制造业, 贸易/进出口, 市...           1   \n",
       " 32               [内容产品, 商业产品, 策略产品, 化学化工, 产品规划, 团队管理]           2   \n",
       " 33  [数据产品, 电子/半导体/集成电路, 电子产品及配件, 用户研究, 产品设计, 交互设计,...           1   \n",
       " 34  [计算机软件, 产品设计, 用户研究, 产品规划, 市场调研, 竞品分析, 产品优化, 需求...           2   \n",
       " 35  [硬件产品, 策略产品, 定价/竞价产品, 硬件系统集成, 智能硬件, 科研/技术服务, 人...           2   \n",
       " 36                  [产品设计, 架构设计, axure, visio, xmind]           2   \n",
       " 37  [电商产品, 平台产品, 供应链产品, 贸易/进出口, 电子商务, 灯饰照明, 采购, to...           2   \n",
       " 38     [语音产品, AI人工智能产品, to C, 产品规划, 用户研究, 产品优化, 数据分析]           2   \n",
       " 39                                       [医药行业, 推荐产品]           1   \n",
       " \n",
       "    job.refreshTime  job.salary  job.dq           job.title job.jobId  \\\n",
       " 0   20230526092824      25-40k      深圳              FAE工程师  46462489   \n",
       " 1   20230112200554      30-60k  深圳-南山区          消费信贷领域产品经理  44931015   \n",
       " 2   20230531104457      20-35k      深圳                产品经理  42585181   \n",
       " 3   20230602093151      20-30k  深圳-南山区          产品经理（户外家居）  44556185   \n",
       " 4   20230407155806  20-35k·15薪  深圳-宝安区                产品经理  57125989   \n",
       " 5   20230529153235  13-23k·13薪  深圳-龙华区              产品销售专家  58487681   \n",
       " 6   20230203153937       8-15k  深圳-南山区     产品经理（照明/小家电 安防）  55791777   \n",
       " 7   20230321201034  15-22k·13薪  深圳-龙岗区         产品经理（亚马逊精品）  57170589   \n",
       " 8   20220530093730  15-25k·13薪  深圳-南山区            智慧运维产品经理  46556895   \n",
       " 9   20230207161014      20-30k  深圳-南山区            公募产品总监助理  45885829   \n",
       " 10  20220408141032  20-30k·15薪      深圳              高级产品经理  27410299   \n",
       " 11  20230208165242      15-25k  深圳-龙华区           液冷服务器产品经理  55933507   \n",
       " 12  20230210111341      20-30k      深圳                产品经理  49903071   \n",
       " 13  20230524085307      20-40k  深圳-龙岗区                产品经理  46212161   \n",
       " 14  20230314205636      15-30k  深圳-南山区                产品经理  55644625   \n",
       " 15  20230505145816      15-30k  深圳-南山区              数据产品经理  58297663   \n",
       " 16  20230524135607  16-24k·13薪  深圳-福田区                产品经理  49949531   \n",
       " 17  20211209174530      18-25k  深圳-龙华区              穿戴产品经理  45562917   \n",
       " 18  20230531110554  20-25k·15薪      深圳        IT产品经理-标准化产品  45793915   \n",
       " 19  20230321201833  15-22k·13薪  深圳-龙岗区       产品开发经理（亚马逊精品）  57170693   \n",
       " 20  20211110113418      20-30k  深圳-南山区                产品经理  43909183   \n",
       " 21  20220721151501  20-35k·13薪  深圳-南山区             云平台产品经理  51304469   \n",
       " 22  20230423155648      35-40k  深圳-福田区                产品经理  45553717   \n",
       " 23  20230521183557      12-18k  深圳-罗湖区            推广经理（深圳）  58322543   \n",
       " 24  20230531102417      25-40k  深圳-龙岗区                产品经理  46756961   \n",
       " 25  20230315085725  20-30k·15薪  深圳-宝安区                产品经理  51531417   \n",
       " 26  20230223100601      12-20k      深圳        产品经理（J10094）  56395181   \n",
       " 27  20221202141118      15-20k  深圳-南山区                产品经理  53078821   \n",
       " 28  20230525102843  12-15k·13薪  深圳-宝安区               税务咨询师  58748371   \n",
       " 29  20230601014008        薪资面议  深圳-南山区       游戏业务中台产品经理-深圳  25967503   \n",
       " 30  20230226180704      30-40k  深圳-福田区                产品总监  52666415   \n",
       " 31  20230602092317  16-29k·13薪      深圳  产品营销策划（经理/高级专员/主管）  46198965   \n",
       " 32  20230318143408      12-16k  深圳-龙华区         液冷产品经理（冷却液）  56872193   \n",
       " 33  20230314103024      25-40k  深圳-福田区                产品经理  44363753   \n",
       " 34  20230307111754      15-30k  深圳-南山区        产品经理（临床试验软件）  53533751   \n",
       " 35  20230602153001      12-16k      深圳             硬件产品工程师  53814289   \n",
       " 36  20210804145206      25-50k      深圳             WMS产品经理  41753713   \n",
       " 37  20230224164706       8-13k      深圳     产品开发专员/组长（跨境电商）  56467839   \n",
       " 38  20230509234229      40-55k  深圳-南山区       语音产品总监(W6947)  55138459   \n",
       " 39  20230522162710  20-30k·13薪      深圳             PTH产品经理  46333857   \n",
       " \n",
       "     job.topJob  ...          recruiter.recruiterPhoto  comp.compScale  \\\n",
       " 0        False  ...   628ada3bafaf234b9f45e8db04u.jpg        100-499人   \n",
       " 1        False  ...   6194a7367eb6451a0b41081705u.png        10000人以上   \n",
       " 2        False  ...   5f8f9866dfb13a7dee342f1808u.jpg        100-499人   \n",
       " 3        False  ...   61a891ecd3b9f4116e68b4f202u.png      1000-2000人   \n",
       " 4        False  ...   5f8f9866dfb13a7dee342f1808u.jpg      2000-5000人   \n",
       " 5        False  ...   5f8f9863f6d1ab58476f246a08u.jpg        100-499人   \n",
       " 6        False  ...   5f8f9863f6d1ab58476f246a08u.jpg        10000人以上   \n",
       " 7        False  ...  64143d7eccffa45e82feeb6806u.jpeg        100-499人   \n",
       " 8        False  ...   5f8f9863f6d1ab58476f246a08u.jpg          50-99人   \n",
       " 9        False  ...   5f8f98648dbe6273dcf8515508u.jpg        100-499人   \n",
       " 10       False  ...   5f8f9865ea60860b75384fa508u.jpg     5000-10000人   \n",
       " 11       False  ...   5f8f986779c7cc70efbf36c008u.jpg      2000-5000人   \n",
       " 12       False  ...   5f8f986bdfb13a7dee342f2108u.jpg        500-999人   \n",
       " 13       False  ...   606ea7c341d68823662cabae08u.png      2000-5000人   \n",
       " 14       False  ...   5f8f9863f6d1ab58476f246a08u.jpg          50-99人   \n",
       " 15       False  ...   5f8f98648dbe6273dcf8515508u.jpg      1000-2000人   \n",
       " 16       False  ...   5f8f9863f6d1ab58476f246a08u.jpg      2000-5000人   \n",
       " 17       False  ...   5f8f98648dbe6273dcf8515508u.jpg        500-999人   \n",
       " 18       False  ...   5f8fa3b979c7cc70efbf445908u.png      1000-2000人   \n",
       " 19       False  ...  64143d7eccffa45e82feeb6806u.jpeg        100-499人   \n",
       " 20       False  ...   616535c3da4e153a62bcb57d01u.png        100-499人   \n",
       " 21       False  ...   62eb268a33afd72435fe390f08u.png          50-99人   \n",
       " 22       False  ...  640aa6d1da094a07aaa8832d02u.jpeg        10000人以上   \n",
       " 23       False  ...   58d3197c70321f8a8b3aeda805a.jpg     5000-10000人   \n",
       " 24       False  ...   5f8f9866dfb13a7dee342f1808u.jpg        100-499人   \n",
       " 25       False  ...   62e2733b868424052d38e88003u.png      2000-5000人   \n",
       " 26       False  ...   5f8f9863f6d1ab58476f246a08u.jpg        100-499人   \n",
       " 27       False  ...   61e9137929da04039cf1a2b201u.png           1-49人   \n",
       " 28       False  ...   5f8f986779c7cc70efbf36c008u.jpg           1-49人   \n",
       " 29       False  ...   5f8f986779c7cc70efbf36c008u.jpg        10000人以上   \n",
       " 30       False  ...   5f8f9863f6d1ab58476f246a08u.jpg        100-499人   \n",
       " 31       False  ...  644097bfb5ceaa46108cfed003u.jpeg        100-499人   \n",
       " 32       False  ...   5f8f986aea60860b75384fab08u.jpg      1000-2000人   \n",
       " 33       False  ...   5f8fa3baf6d1ab58476f324908u.png           1-49人   \n",
       " 34       False  ...   626a46f2a8423a1f26d514ae05u.png        100-499人   \n",
       " 35       False  ...   62d566929d953d0f13029d4e02u.png        100-499人   \n",
       " 36       False  ...   5f8f9868f6d1ab58476f24a008u.jpg           1-49人   \n",
       " 37       False  ...   5f8f9865ea60860b75384fa508u.jpg      1000-2000人   \n",
       " 38       False  ...   5f8f9865ea60860b75384fa508u.jpg        500-999人   \n",
       " 39       False  ...   6419ac090fbd233662f717b404u.png        100-499人   \n",
       " \n",
       "        comp.compName                    comp.compLogo  \\\n",
       " 0              某知名公司  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 1     深圳市来赞达软件科技有限公司  5eba3bb64ff090104e49832303u.png   \n",
       " 2                倍思奇  612d884ad26a6e777caa6eb205u.png   \n",
       " 3              某科技公司  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 4       深圳市卓力能技术有限公司  5bfe904274719d35745a99e103a.png   \n",
       " 5        深圳市元鼎科技有限公司  643cfa7e85d21a2f62c11b8a02u.png   \n",
       " 6                立达信  602f34c4d107b973c164436506u.png   \n",
       " 7        深圳市贞知科技有限公司  5cac08bb87fd7dc0d364dd1e04u.jpg   \n",
       " 8       广东中科慧据科技有限公司  61b07937d0458d53c627567e02u.jpg   \n",
       " 9               创金合信  5bfe90e174719d35745ab89703a.png   \n",
       " 10      深圳虾皮信息科技有限公司  5e0088decd52473b9414170806u.png   \n",
       " 11             宝德计算机  61b07937d0458d53c627567e02u.jpg   \n",
       " 12      北京软通智慧科技有限公司  61b07937d0458d53c627567e02u.jpg   \n",
       " 13       某深圳大型电子商务公司  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 14      深圳星联天通科技有限公司  6128be16b724b17cef6bb63c03u.png   \n",
       " 15              百丽时尚  644a1a6ead860e370232a01b03u.png   \n",
       " 16            南威软件集团  5bfea3be74719d2aa34c987a03a.png   \n",
       " 17      深圳沸石智能技术有限公司  6038ba51e12ca34c59b5625703u.png   \n",
       " 18       某深圳基金证券上市公司  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 19       深圳市贞知科技有限公司  5cac08bb87fd7dc0d364dd1e04u.jpg   \n",
       " 20              维塑科技  5fc728fd0757911709491e1e08u.png   \n",
       " 21  九天创新(广东)智能科技有限公司  623c24ca52d33e718f31d71905u.png   \n",
       " 22         某深圳大型保险公司  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 23              华润博雅  623d1dade6a99a4235a5121d04u.png   \n",
       " 24      深圳摩罗志远科技有限公司  5ffeb7879022877f35b69a5407u.png   \n",
       " 25      深圳市卓力能技术有限公司  5bfe904274719d35745a99e103a.png   \n",
       " 26              华声医疗  5f728adb79c7cc70efb3978108u.png   \n",
       " 27     深圳市溢鑫科技研发有限公司  61d64e6e5a98377b6728174606u.png   \n",
       " 28        深圳数隆科技有限公司  61b07937d0458d53c627567e02u.jpg   \n",
       " 29              字节跳动  5d887b5528021708fa52b44403u.jpg   \n",
       " 30              数海信息  60e3ccf6c40b384b61b0fb2d07u.png   \n",
       " 31           某深圳制药公司  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 32    深圳市英维克科技股份有限公司  624f988f23958d43f213668403u.png   \n",
       " 33             某知名公司  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 34     一临云(深圳)科技有限公司  612c8e1c45be663b4ff69e9403u.png   \n",
       " 35     深圳市易检车服科技有限公司  63646a035f9dbd49324d7bbd04u.png   \n",
       " 36       深圳市力高软件有限公司  61b07937d0458d53c627567e02u.jpg   \n",
       " 37     深圳市亚飞电子商务有限公司  5bfe98d074719df0ac99829703a.png   \n",
       " 38    深圳市欧瑞博科技股份有限公司  59dc95337032ee586e7fbfac06a.png   \n",
       " 39       某青岛人力资源服务公司  60e2fe0bf3df194a3c48adb502u.png   \n",
       " \n",
       "                                    comp.link  comp.compIndustry  \\\n",
       " 0                                                   电子/半导体/集成电路   \n",
       " 1   https://www.liepin.com/company/10194039/                新零售   \n",
       " 2   https://www.liepin.com/company/12740225/                互联网   \n",
       " 3                                                          跨境电商   \n",
       " 4    https://www.liepin.com/company/8010823/        电子/半导体/集成电路   \n",
       " 5    https://www.liepin.com/company/8048327/               智能硬件   \n",
       " 6    https://www.liepin.com/company/8679793/        电子/半导体/集成电路   \n",
       " 7    https://www.liepin.com/company/9999175/               电子商务   \n",
       " 8   https://www.liepin.com/company/13091267/            云计算/大数据   \n",
       " 9    https://www.liepin.com/company/8297275/           基金/证券/期货   \n",
       " 10   https://www.liepin.com/company/9413435/                互联网   \n",
       " 11   https://www.liepin.com/company/9444730/               IT服务   \n",
       " 12  https://www.liepin.com/company/13185095/              计算机软件   \n",
       " 13                                                         电子商务   \n",
       " 14   https://www.liepin.com/company/9411541/               通信设备   \n",
       " 15  https://www.liepin.com/company/12712793/           服装/纺织/皮革   \n",
       " 16   https://www.liepin.com/company/7901220/              计算机软件   \n",
       " 17  https://www.liepin.com/company/12542245/               通信设备   \n",
       " 18                                                     基金/证券/期货   \n",
       " 19   https://www.liepin.com/company/9999175/               电子商务   \n",
       " 20  https://www.liepin.com/company/12481809/               人工智能   \n",
       " 21  https://www.liepin.com/company/12688113/               人工智能   \n",
       " 22                                                           保险   \n",
       " 23   https://www.liepin.com/company/5321505/                 制药   \n",
       " 24   https://www.liepin.com/company/9115715/              批发/零售   \n",
       " 25   https://www.liepin.com/company/8010823/        电子/半导体/集成电路   \n",
       " 26   https://www.liepin.com/company/9825101/               医疗器械   \n",
       " 27  https://www.liepin.com/company/13032595/                新能源   \n",
       " 28  https://www.liepin.com/company/13552977/            其他商务服务业   \n",
       " 29   https://www.liepin.com/company/7863078/                互联网   \n",
       " 30   https://www.liepin.com/company/8457794/               IT服务   \n",
       " 31                                                           制药   \n",
       " 32   https://www.liepin.com/company/7986021/               通信设备   \n",
       " 33                                                      电气机械/器材   \n",
       " 34  https://www.liepin.com/company/12494625/                 制药   \n",
       " 35  https://www.liepin.com/company/12678731/               智能硬件   \n",
       " 36  https://www.liepin.com/company/12296905/              计算机软件   \n",
       " 37   https://www.liepin.com/company/7983269/               电子商务   \n",
       " 38   https://www.liepin.com/company/7991473/               智能硬件   \n",
       " 39                                                       人力资源服务   \n",
       " \n",
       "    job.pcOuterLink job.h5OuterLink comp.compId comp.compStage  \n",
       " 0              NaN             NaN         NaN            NaN  \n",
       " 1                                   10194039.0          融资未公开  \n",
       " 2                                   12740225.0          融资未公开  \n",
       " 3              NaN             NaN         NaN             C轮  \n",
       " 4                                    8010823.0            NaN  \n",
       " 5                                    8048327.0             B轮  \n",
       " 6                                    8679793.0            NaN  \n",
       " 7                                    9999175.0            NaN  \n",
       " 8                                   13091267.0            NaN  \n",
       " 9                                    8297275.0            NaN  \n",
       " 10                                   9413435.0            NaN  \n",
       " 11                                   9444730.0          融资未公开  \n",
       " 12                                  13185095.0          融资未公开  \n",
       " 13             NaN             NaN         NaN          融资未公开  \n",
       " 14                                   9411541.0           战略投资  \n",
       " 15                                  12712793.0            NaN  \n",
       " 16                                   7901220.0         沪深A股上市  \n",
       " 17                                  12542245.0            NaN  \n",
       " 18             NaN             NaN         NaN            已上市  \n",
       " 19                                   9999175.0            NaN  \n",
       " 20                                  12481809.0           战略投资  \n",
       " 21                                  12688113.0            NaN  \n",
       " 22             NaN             NaN         NaN          融资未公开  \n",
       " 23                                   5321505.0         沪深A股上市  \n",
       " 24                                   9115715.0          融资未公开  \n",
       " 25                                   8010823.0            NaN  \n",
       " 26                                   9825101.0            天使轮  \n",
       " 27                                  13032595.0             A轮  \n",
       " 28                                  13552977.0            NaN  \n",
       " 29                                   7863078.0             其他  \n",
       " 30                                   8457794.0           美股上市  \n",
       " 31             NaN             NaN         NaN          融资未公开  \n",
       " 32                                   7986021.0         沪深A股上市  \n",
       " 33             NaN             NaN         NaN            天使轮  \n",
       " 34                                  12494625.0             A轮  \n",
       " 35                                  12678731.0            NaN  \n",
       " 36                                  12296905.0          融资未公开  \n",
       " 37                                   7983269.0            NaN  \n",
       " 38                                   7991473.0             C轮  \n",
       " 39             NaN             NaN         NaN            NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"recruiterName\":\"洪女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 1   {\"recruiterName\":\"李女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 2   {\"recruiterName\":\"武女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 3   {\"recruiterName\":\"黄先生\",\"jobKind\":\"1\",\"jobId\":\"...   \n",
       " 4   {\"recruiterName\":\"罗先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 5   {\"recruiterName\":\"郑女士\",\"jobKind\":\"1\",\"jobId\":\"...   \n",
       " 6   {\"recruiterName\":\"张女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 7   {\"recruiterName\":\"李先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 8   {\"recruiterName\":\"郭先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 9   {\"recruiterName\":\"陈女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 10  {\"recruiterName\":\"王女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 11  {\"recruiterName\":\"郑女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 12  {\"recruiterName\":\"李女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 13  {\"recruiterName\":\"甘女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 14  {\"recruiterName\":\"马女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 15  {\"recruiterName\":\"陈女士\",\"jobKind\":\"1\",\"jobId\":\"...   \n",
       " 16  {\"recruiterName\":\"郭先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 17  {\"recruiterName\":\"唐女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 18  {\"recruiterName\":\"田女士\",\"jobKind\":\"1\",\"jobId\":\"...   \n",
       " 19  {\"recruiterName\":\"李先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 20  {\"recruiterName\":\"左女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 21  {\"recruiterName\":\"刘先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 22  {\"recruiterName\":\"姚女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 23  {\"recruiterName\":\"黎女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 24  {\"recruiterName\":\"王女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 25  {\"recruiterName\":\"马女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 26  {\"recruiterName\":\"詹女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 27  {\"recruiterName\":\"汪女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 28  {\"recruiterName\":\"胥女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 29  {\"recruiterName\":\"张女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 30  {\"recruiterName\":\"吴先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 31  {\"recruiterName\":\"唐先生\",\"jobKind\":\"1\",\"jobId\":\"...   \n",
       " 32  {\"recruiterName\":\"李女士\",\"jobKind\":\"1\",\"jobId\":\"...   \n",
       " 33  {\"recruiterName\":\"王女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 34  {\"recruiterName\":\"陈女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 35  {\"recruiterName\":\"梁先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 36  {\"recruiterName\":\"曾先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 37  {\"recruiterName\":\"毛女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 38  {\"recruiterName\":\"云先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " 39  {\"recruiterName\":\"王女士\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       " \n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
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       " 11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
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       " 16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 24  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " \n",
       "                                            job.labels  job.salary  job.dq  \\\n",
       " 0                                        [产品设计, 硬件产品]      10-20k  深圳-宝安区   \n",
       " 1   [人机交互, 交互设计, 工业设计, 用户研究, 场景设计, 角色设计, Illustrat...  60-90k·15薪  深圳-福田区   \n",
       " 2                                        [市场洞察, 客户管理]       8-12k      深圳   \n",
       " 3                               [to B, 信贷, 保理, 供应链金融]      18-25k  深圳-南山区   \n",
       " 4                    [硬件产品, 中台产品, 智能硬件, to B, 硬件系统集成]  15-26k·13薪  深圳-南山区   \n",
       " 5                                              [产品规划]      30-50k      深圳   \n",
       " 6   [商业产品, 定价/竞价产品, CRM系统, 团队管理, 用户研究, 竞品分析, 产品规划,...  10-18k·18薪  深圳-龙华区   \n",
       " 7   [硬件产品, to C, 跨境电商, 产品规划, 数据分析, 产品优化, 竞品分析, 团队管...      20-35k      深圳   \n",
       " 8                       [产品设计, b2b, saas, 前台产品, b端产品]      30-50k  深圳-南山区   \n",
       " 9                            [产品规划, 产品设计, 电商产品, 需求挖掘]  20-30k·14薪  深圳-南山区   \n",
       " 10  [产品规划, 硬件产品, 智能硬件, 硬件系统集成, 电子/半导体/集成电路, to B, ...      15-25k  深圳-光明区   \n",
       " 11        [商业产品, EHR系统, 用户研究, 产品规划, 团队管理, 市场调研, 竞品分析]      10-20k  深圳-南山区   \n",
       " 12                                 [需求分析, 产品设计, 竞品分析]      20-40k      深圳   \n",
       " 13         [产品规划, 需求管理, 硬件产品, to B, 需求分析, 市场调研, 产品优化]      19-20k      深圳   \n",
       " 14                     [人工智能, 产品规划, 智能家居, to B, to C]      20-27k  深圳-宝安区   \n",
       " 15                                 [AI, Sketch, 人机交互]  60-90k·15薪      深圳   \n",
       " 16  [平台产品, 智慧城市, 产品设计, 产品规划, 墨刀, Visio, 移动端产品, Axu...      14-22k  深圳-南山区   \n",
       " 17  [用户研究, 数据分析, 产品规划, 市场调研, 电商产品, 电子商务, 产品设计, 产品优...  15-30k·14薪  深圳-南山区   \n",
       " 18  [平台产品, 电商产品, 电子商务, 智能硬件, 宠物行业, 跨境电商, 家电行业, 产品规...  20-25k·13薪      深圳   \n",
       " 19  [平台产品, Axure, 需求分析, 产品设计, 竞品分析, AI人工智能产品, 调度策略产品]  20-40k·14薪  深圳-福田区   \n",
       " 20  [OA产品, 电商产品, 电子产品及配件, 工艺品/收藏品, 电子/半导体/集成电路, 电子...  15-20k·14薪      深圳   \n",
       " 21  [硬件产品, 数据产品, 工具产品, IT互联网, 硬件系统集成, 共享经济, 用户研究, ...      15-22k  深圳-宝安区   \n",
       " 22  [交易产品, 策略产品, 内容产品, IT互联网, 教育行业, 产品规划, 团队管理, 用户...      50-80k  深圳-龙岗区   \n",
       " 23                                                 []  10-16k·14薪  深圳-南山区   \n",
       " 24              [客户端产品, 策略产品, 产品规划, 产品优化, 用户研究, 团队管理]  20-30k·15薪  深圳-宝安区   \n",
       " 25                                             [储能产品]      25-30k      深圳   \n",
       " 26             [电商产品, 跨境电商, 电子产品及配件, 消费品, 用户研究, 产品设计]      11-22k      深圳   \n",
       " 27                                             [数据分析]  20-40k·14薪  深圳-南山区   \n",
       " 28   [策略产品, 产品规划, 用户研究, 团队管理, 需求分析, 市场调研, 竞品分析, 数据分析]      15-30k  深圳-福田区   \n",
       " 29           [产品设计, b端产品, 需求分析, 医疗器械, 医疗影像, ai医疗, ai]      15-30k      深圳   \n",
       " 30                                    [云监控, 云平台, 逆变器]  15-20k·15薪  深圳-宝安区   \n",
       " 31                                            [CRM系统]      40-50k      深圳   \n",
       " 32  [供应链产品, 金融产品, 计算机软件, 金融行业, 产品设计, 产品规划, 用户研究, 竞...  16-25k·16薪  深圳-南山区   \n",
       " 33                                      [3D设计, CMF设计]  25-40k·13薪  深圳-龙岗区   \n",
       " 34                                 [产品规划, 产品优化, 团队管理]      15-20k  深圳-南山区   \n",
       " 35  [客户端产品, to B, to C, 计算机软件, 产品设计, 交互设计, Axure, ...      15-40k  深圳-南山区   \n",
       " 36        [供应链产品, 家具行业, 产品规划, 团队管理, 数据分析, 竞品分析, 用户研究]      20-35k  深圳-龙岗区   \n",
       " 37  [SaaS产品, 数据产品, 平台产品, ERP产品, 定价/竞价产品, SaaS系统, 产...  16-35k·14薪  深圳-南山区   \n",
       " 38  [产品经理, 硬件产品经理, 电商产品经理, 亚马逊产品经理, 产品开发, 智能穿戴, 智能...      22-35k  深圳-南山区   \n",
       " 39              [客户端产品, 策略产品, 产品规划, 产品优化, 用户研究, 团队管理]      15-30k      深圳   \n",
       " \n",
       "    job.jobKind job.jobId  job.advViewFlag job.refreshTime  \\\n",
       " 0            2  39241681            False  20211009123111   \n",
       " 1            2  57987645            False  20230426104903   \n",
       " 2            2  32502667            False  20210107092509   \n",
       " 3            1  45442785            False  20230419153333   \n",
       " 4            2  49433135            False  20230207235549   \n",
       " 5            1  45638115            False  20230602144336   \n",
       " 6            2  56265005            False  20230602083030   \n",
       " 7            2  50054587            False  20230602142526   \n",
       " 8            2  29706521            False  20200707154623   \n",
       " 9            2  52086619            False  20230407095842   \n",
       " 10           2  55813149            False  20230531143942   \n",
       " 11           2  53245843            False  20230523094257   \n",
       " 12           2  45319969            False  20211201115041   \n",
       " 13           2  54577987            False  20230504154614   \n",
       " 14           2  53925437            False  20221115105816   \n",
       " 15           1  45695921            False  20230512092545   \n",
       " 16           2  45415825            False  20211204141637   \n",
       " 17           2  56370741            False  20230320164352   \n",
       " 18           1  45866349            False  20230522145825   \n",
       " 19           2  48297851            False  20220323005413   \n",
       " 20           2  57294567            False  20230531110731   \n",
       " 21           2  56938667            False  20230314101507   \n",
       " 22           2  57597705            False  20230601142828   \n",
       " 23           2  54742415            False  20221130155238   \n",
       " 24           2  46348261            False  20221208102330   \n",
       " 25           2  55046729            False  20230130092139   \n",
       " 26           2  57053593            False  20230317100811   \n",
       " 27           2  40812347            False  20210707114832   \n",
       " 28           2  52882889            False  20230529103758   \n",
       " 29           2  44237137            False  20211220135656   \n",
       " 30           2  56288701            False  20230602100407   \n",
       " 31           1  46560317            False  20230602105909   \n",
       " 32           1  46137415            False  20230530140416   \n",
       " 33           2  53821477            False  20221111090628   \n",
       " 34           2  37478835            False  20210706163357   \n",
       " 35           2  56062001            False  20230213170551   \n",
       " 36           2  56969391            False  20230314182447   \n",
       " 37           2  57551547            False  20230509142342   \n",
       " 38           2  50502981            False  20220620110354   \n",
       " 39           2  46348259            False  20220414093718   \n",
       " \n",
       "                                        job.dataPromId  ...  \\\n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=15&...  ...   \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=15&...  ...   \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=15&...  ...   \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=15&...  ...   \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=15&...  ...   \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=15&...  ...   \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=15&...  ...   \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=15&...  ...   \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=15&...  ...   \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=15&...  ...   \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...  ...   \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...  ...   \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...  ...   \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...  ...   \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...  ...   \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...  ...   \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...  ...   \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...  ...   \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...  ...   \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...  ...   \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...  ...   \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...  ...   \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...  ...   \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...  ...   \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...  ...   \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...  ...   \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...  ...   \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...  ...   \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...  ...   \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...  ...   \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...  ...   \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...  ...   \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...  ...   \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...  ...   \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...  ...   \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...  ...   \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...  ...   \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...  ...   \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...  ...   \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...  ...   \n",
       " \n",
       "            recruiter.recruiterPhoto recruiter.chatted  \\\n",
       " 0   5f8f9865ea60860b75384fa508u.jpg             False   \n",
       " 1   5f8f98648dbe6273dcf8515508u.jpg             False   \n",
       " 2   5f8f9863f6d1ab58476f246a08u.jpg             False   \n",
       " 3   5f8fa3a78dbe6273dcf85e2608u.png             False   \n",
       " 4   5f8f986c79c7cc70efbf36c808u.jpg             False   \n",
       " 5   64452234e972bc46248543e005u.png             False   \n",
       " 6   54d1e763712eb4f6b84c26d601a.jpg             False   \n",
       " 7   5f8f986bdfb13a7dee342f2108u.jpg             False   \n",
       " 8   5f8f986bdfb13a7dee342f2108u.jpg             False   \n",
       " 9   5f8f9865ea60860b75384fa508u.jpg             False   \n",
       " 10  5f8f98648dbe6273dcf8515508u.jpg             False   \n",
       " 11  629ff8b97fb6ae202c7b9a2108u.png             False   \n",
       " 12  5f8f9863f6d1ab58476f246a08u.jpg             False   \n",
       " 13  5f8f98648dbe6273dcf8515508u.jpg             False   \n",
       " 14  5f8f986779c7cc70efbf36c008u.jpg             False   \n",
       " 15  5e23ee2c643e6e53a87fcf1b08u.jpg             False   \n",
       " 16  5f8f986bdfb13a7dee342f2108u.jpg             False   \n",
       " 17  5f8f986779c7cc70efbf36c008u.jpg             False   \n",
       " 18  5f4ef1fbf6d1ab584746bec704u.png             False   \n",
       " 19  5f8f986bdfb13a7dee342f2108u.jpg             False   \n",
       " 20  5f8f986779c7cc70efbf36c008u.jpg             False   \n",
       " 21  5f8f986aea60860b75384fab08u.jpg             False   \n",
       " 22  5f8f9865ea60860b75384fa508u.jpg             False   \n",
       " 23  5f8f986779c7cc70efbf36c008u.jpg             False   \n",
       " 24  55e3cc6e45ce40a2c910116503a.jpg             False   \n",
       " 25  5f8f9866dfb13a7dee342f1808u.jpg             False   \n",
       " 26  6410277e3c488720c74dbd7502u.png             False   \n",
       " 27  5ca48f59509919fa0ea17f1f07u.png             False   \n",
       " 28  5f8f98648dbe6273dcf8515508u.jpg             False   \n",
       " 29  5f8f9863f6d1ab58476f246a08u.jpg             False   \n",
       " 30  5f8f986aea60860b75384fab08u.jpg             False   \n",
       " 31  609c9220a705950cdbddda9b03u.png             False   \n",
       " 32  644798baa8c6bc70912590c304u.png             False   \n",
       " 33  5f8f9863f6d1ab58476f246a08u.jpg             False   \n",
       " 34  5f8f986779c7cc70efbf36c008u.jpg             False   \n",
       " 35  5f8f986c79c7cc70efbf36c808u.jpg             False   \n",
       " 36  5f8f986bdfb13a7dee342f2108u.jpg             False   \n",
       " 37  62825759686f28704131e9f302u.png             False   \n",
       " 38  62e72ff56e3f2602fcb854ce07u.png             False   \n",
       " 39  55e3cc6e45ce40a2c910116503a.jpg             False   \n",
       " \n",
       "                recruiter.recruiterId  comp.compStage  \\\n",
       " 0   25c3e81fca9bc55d791c52fb1dd852d7              A轮   \n",
       " 1   20a1f706b613641cfcb43dad553da305             NaN   \n",
       " 2   22f737073c05b34bba9f1dd73724d787             NaN   \n",
       " 3   393346c84bd5dbb6b5251b8d53d56125             已上市   \n",
       " 4   d257290f5253cc3fef1d2863c6cf0c71              其他   \n",
       " 5   b18c347b512df7c85524a3c16d24a373           融资未公开   \n",
       " 6   5d74241c7a18357be66a54264ff4a812             NaN   \n",
       " 7   fe03874daedf1cdd829d023bac46db70              其他   \n",
       " 8   8e9b68590a6d705f563ab2cefefec917             NaN   \n",
       " 9   7a811ad34591d28a5154d768068023bb             NaN   \n",
       " 10  528e15c8112a4b2726da0854459130ee            战略投资   \n",
       " 11  8f522573c10bfab2a6ef0475fd50044d           融资未公开   \n",
       " 12  1d643b70b012da03affcc2a7146022f9             NaN   \n",
       " 13  ef117d66f1549d96df98e9a70321697a           融资未公开   \n",
       " 14  71c82a9569d2d20beb4c6e1383ace5d6           融资未公开   \n",
       " 15  caebbcc226f23413bb5a37e2e7752ea9           融资未公开   \n",
       " 16  8e449b77f4b3a98a4ff109d4d76f3498             已上市   \n",
       " 17  e9d03768d6019b95f79e9b8bd7db8a77             NaN   \n",
       " 18  6ff455767948c051e827e25ffd70fed6           融资未公开   \n",
       " 19  9a54453af3670dcfd8af62eb3a918ab6              A轮   \n",
       " 20  b3b84787c4fa32352f46533698cd313b          沪深A股上市   \n",
       " 21  42e93fed14c641150fe4faece592fc6e           融资未公开   \n",
       " 22  2a897fba9c745b0ab538d059f9ab6779             已上市   \n",
       " 23  467c12bc70e4c30f1b52f5cb92315c94             NaN   \n",
       " 24  5102033e3c98eb57755d0b58d73bad78             NaN   \n",
       " 25  6dbada5f2c0f73ef3de25def55d42024             NaN   \n",
       " 26  131216285bcbe42eeca9b53713a99b07            战略投资   \n",
       " 27  0b2ea6609cb1982d524ad2d789701602              D轮   \n",
       " 28  b9c857b0f57cb8e894af88c11c707209           融资未公开   \n",
       " 29  d0b16df755143fa303b8a8d73ab9ae82              B轮   \n",
       " 30  6a08780813d8a61caf20d9fd6acddb91              其他   \n",
       " 31  972cddd48408268b71a45f216523cd51              B轮   \n",
       " 32  a477eddf6cfaf07e7fec4829d6d7189e             已上市   \n",
       " 33  227485953550660c4ee21cd91c591e94             NaN   \n",
       " 34  7978d003a1938c2baf83599baba32cc1              A轮   \n",
       " 35  155c131cb6e9899d759f54ad0ec3c63b             NaN   \n",
       " 36  1dd3003f7b5a4616ee53225e5cab4627             NaN   \n",
       " 37  d76e88173e3ee80ec3e8880072ceb759             NaN   \n",
       " 38  7a32210ed478876b7b1b9c1d1cea5ef4             NaN   \n",
       " 39  5102033e3c98eb57755d0b58d73bad78             NaN   \n",
       " \n",
       "                       comp.compLogo       comp.compName comp.compId  \\\n",
       " 0   61b07937d0458d53c627567e02u.jpg        吉成无线(深圳)有限公司   9641164.0   \n",
       " 1   63d5ce5130e290136a15818001u.png                定航资本  13273539.0   \n",
       " 2   61b07937d0458d53c627567e02u.jpg      深圳嘉德森医疗供应链有限公司  12367473.0   \n",
       " 3   60e2fe0bf3df194a3c48adb502u.png     某深圳基金/证券/期货上市公司         NaN   \n",
       " 4   5c78f9bd261c45f04797feae05u.png                兴海物联   9422713.0   \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png           某杭州电子商务公司         NaN   \n",
       " 6   5bfe913874719d35745ac9a203a.png               西克传感器   1710415.0   \n",
       " 7   5fa90b59930a7616c5f7689c08u.png       深圳市齐创绿色科技有限公司  12451151.0   \n",
       " 8   5bfe985174719df0ac9968b303a.png  广州越秀产业投资基金管理股份有限公司   8809420.0   \n",
       " 9   6172312180dc64654d32073d03u.png                当换科技  12516651.0   \n",
       " 10  6247e29b8b3085584724888906u.png       深圳市诺安智能股份有限公司   8902900.0   \n",
       " 11  6229c10e67effe0248f2db8308u.png                飞鸿光电   8836852.0   \n",
       " 12  5b232d558e50f134ce6e221804a.jpg        深兰科技(上海)有限公司   9496603.0   \n",
       " 13  61b07937d0458d53c627567e02u.jpg      深圳市星星源电子科技有限公司   9130683.0   \n",
       " 14  619afa9eb9519b011e870cfa03u.png                中意智能  12857241.0   \n",
       " 15  60e2fe0bf3df194a3c48adb502u.png         某深圳专业技术服务公司         NaN   \n",
       " 16  5d8c1e41d0e79f08cf11c72e04u.jpg                法本信息   7604446.0   \n",
       " 17  602f34c4d107b973c164436506u.png                 立达信   8679793.0   \n",
       " 18  60e2fe0bf3df194a3c48adb502u.png             东莞某电子公司         NaN   \n",
       " 19  6388530d17377572060c196b08u.png               盈合机器人  12292187.0   \n",
       " 20  5bfe91fd74719d35745af10e03a.png       深圳市朗科科技股份有限公司   9105535.0   \n",
       " 21  60dbee6ecba8a21bbdcb6da001u.png       深圳市万为物联科技有限公司  10283641.0   \n",
       " 22  5bfea40874719d2aa34ca5f803a.png       深圳市二一教育股份有限公司   8971719.0   \n",
       " 23  5b431ec18e5068430d87f1f004a.png                速腾聚创   8447141.0   \n",
       " 24  5bfe904274719d35745a99e103a.png        深圳市卓力能技术有限公司   8010823.0   \n",
       " 25  617768c40e587454290b002e05u.png        安科创新(深圳)有限公司   8502767.0   \n",
       " 26  61b07937d0458d53c627567e02u.jpg                泽汇科技   8066510.0   \n",
       " 27  5fec71134e3661235837fc3b04u.png             AKULAKU   8299324.0   \n",
       " 28  621edbb4160f6209a1f5e60106u.png               伟盈新能源  12975865.0   \n",
       " 29  5bfe9a9974719df0ac99dca903a.png       深圳市铱硙医疗科技有限公司   9377720.0   \n",
       " 30  642e3bbc999ba16a7448d32c01u.png             首航新能源股份   7858768.0   \n",
       " 31  60e2fe0bf3df194a3c48adb502u.png         某深圳大型电子技术公司         NaN   \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png     某深圳基金/证券/期货上市公司         NaN   \n",
       " 33  62bc16e7746b92100cba1ab405u.png                宁波飞土  12149239.0   \n",
       " 34  5f0406eff3eec46a324224ea01u.png     深圳点筹互联网农业控股有限公司  10149397.0   \n",
       " 35  6130947be2e7c95f0dfa5c9808u.png      数云科际(深圳)技术有限公司  12856203.0   \n",
       " 36  641272e18177f553788798cd07u.png      深圳智汇创想科技有限责任公司   8873265.0   \n",
       " 37  628454e87398a9091c47412c08u.png          深圳钛铂数据有限公司  13194531.0   \n",
       " 38  62270910ede8240174593c0501u.png                睿翼商务  13090849.0   \n",
       " 39  5bfe904274719d35745a99e103a.png        深圳市卓力能技术有限公司   8010823.0   \n",
       " \n",
       "    comp.compScale comp.compIndustry                                 comp.link  \n",
       " 0           1-49人       电子/半导体/集成电路   https://www.liepin.com/company/9641164/  \n",
       " 1           1-49人          基金/证券/期货  https://www.liepin.com/company/13273539/  \n",
       " 2           1-49人          货运/物流/仓储  https://www.liepin.com/company/12367473/  \n",
       " 3      1000-2000人          基金/证券/期货                                            \n",
       " 4      1000-2000人              人工智能   https://www.liepin.com/company/9422713/  \n",
       " 5          50-99人              电子商务                                            \n",
       " 6        100-499人           电气机械/器材   https://www.liepin.com/company/1710415/  \n",
       " 7          50-99人               互联网  https://www.liepin.com/company/12451151/  \n",
       " 8           1-49人          基金/证券/期货   https://www.liepin.com/company/8809420/  \n",
       " 9        100-499人               互联网  https://www.liepin.com/company/12516651/  \n",
       " 10       100-499人              仪器仪表   https://www.liepin.com/company/8902900/  \n",
       " 11       100-499人              通信设备   https://www.liepin.com/company/8836852/  \n",
       " 12       500-999人             计算机硬件   https://www.liepin.com/company/9496603/  \n",
       " 13          1-49人             计算机硬件   https://www.liepin.com/company/9130683/  \n",
       " 14    5000-10000人             家具/家居  https://www.liepin.com/company/12857241/  \n",
       " 15         50-99人            专业技术服务                                            \n",
       " 16       10000人以上              IT服务   https://www.liepin.com/company/7604446/  \n",
       " 17       10000人以上       电子/半导体/集成电路   https://www.liepin.com/company/8679793/  \n",
       " 18    5000-10000人          机械/机电/重工                                            \n",
       " 19       100-499人              智能硬件  https://www.liepin.com/company/12292187/  \n",
       " 20       100-499人             计算机硬件   https://www.liepin.com/company/9105535/  \n",
       " 21         50-99人               物联网  https://www.liepin.com/company/10283641/  \n",
       " 22       100-499人              培训服务   https://www.liepin.com/company/8971719/  \n",
       " 23     1000-2000人              智能硬件   https://www.liepin.com/company/8447141/  \n",
       " 24     2000-5000人       电子/半导体/集成电路   https://www.liepin.com/company/8010823/  \n",
       " 25       100-499人              电子商务   https://www.liepin.com/company/8502767/  \n",
       " 26       500-999人            贸易/进出口   https://www.liepin.com/company/8066510/  \n",
       " 27     1000-2000人              电子商务   https://www.liepin.com/company/8299324/  \n",
       " 28    5000-10000人               新能源  https://www.liepin.com/company/12975865/  \n",
       " 29       100-499人             计算机软件   https://www.liepin.com/company/9377720/  \n",
       " 30     1000-2000人               新能源   https://www.liepin.com/company/7858768/  \n",
       " 31     1000-2000人       电子/半导体/集成电路                                            \n",
       " 32     1000-2000人          基金/证券/期货                                            \n",
       " 33       100-499人            贸易/进出口  https://www.liepin.com/company/12149239/  \n",
       " 34       100-499人              电子商务  https://www.liepin.com/company/10149397/  \n",
       " 35       100-499人             计算机软件  https://www.liepin.com/company/12856203/  \n",
       " 36     1000-2000人              电子商务   https://www.liepin.com/company/8873265/  \n",
       " 37         50-99人           云计算/大数据  https://www.liepin.com/company/13194531/  \n",
       " 38       100-499人              电子商务  https://www.liepin.com/company/13090849/  \n",
       " 39     2000-5000人       电子/半导体/集成电路   https://www.liepin.com/company/8010823/  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
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       " \n",
       "                                            dataParams  \\\n",
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       " 29  {\"userId\":\"0be557e866f98ccb44b2a5bd5857efa7\",\"...   \n",
       " 30  {\"userId\":\"a9e002d2f1c93d6ebc2acbb2c3d9c934\",\"...   \n",
       " 31  {\"userId\":\"0d48e0c1a18d3bf41805b356d423a918\",\"...   \n",
       " 32  {\"userId\":\"1482fc0087f185f17afe83b7a839fcb6\",\"...   \n",
       " 33  {\"userId\":\"4fbdc0a3fc8769a783b472150deb9e03\",\"...   \n",
       " 34  {\"userId\":\"4898c453f67450440d4d8cf16bd118f5\",\"...   \n",
       " 35  {\"userId\":\"87fd174b2f0c90b2443cc3ed53e11595\",\"...   \n",
       " 36  {\"userId\":\"371993336462c56f1f5783993cbc8715\",\"...   \n",
       " 37  {\"userId\":\"c1ded91b794fb1167091e54a0b67201d\",\"...   \n",
       " 38  {\"userId\":\"39dfe1bfdd1da17b7af089c7ae9fca38\",\"...   \n",
       " 39  {\"userId\":\"2afc36feb0581ecab8e7d6c3be55d387\",\"...   \n",
       " \n",
       "                                            job.labels job.refreshTime  \\\n",
       " 0                           [供应链产品, 产品规划, 用户研究, 团队管理]  20230223100901   \n",
       " 1                                               [新能源]  20230523084416   \n",
       " 2             [需求分析, 硬件产品, to B, to C, 通讯/网络设备, 海外产品]  20230602151316   \n",
       " 3                  [供应链产品, 定价/竞价产品, 用户研究, 产品规划, 需求分析]  20230601190835   \n",
       " 4                                    [AI人工智能产品, 居家养老]  20230516183920   \n",
       " 5   [硬件产品, 直播/视频产品, 硬件系统集成, 人工智能, to G, 产品规划, 产品优化...  20221103165323   \n",
       " 6                   [硬件产品, 供应链产品, 硬件系统集成, 竞品分析, 团队管理]  20230602112049   \n",
       " 7                                [SaaS产品, to B, 需求分析]  20230516093619   \n",
       " 8                          [海外TV市场推广, TV产品研发, TV产品经理]  20230112091934   \n",
       " 9             [商业产品, 定价/竞价产品, 产品规划, 产品优化, 市场调研, 需求分析]  20230602085226   \n",
       " 10  [平台产品, to C, 计算机软件, 产品设计, 产品规划, 用户研究, 移动端产品, A...  20230316083841   \n",
       " 11               [海外产品, 策略产品, 产品规划, 竞品分析, 用户研究, 产品设计]  20220228142952   \n",
       " 12                                  [ppt, axure, crm]  20210423173205   \n",
       " 13                                             [产品规划]  20230330163554   \n",
       " 14                                                 []  20221201161120   \n",
       " 15  [供应链产品, 金融产品, 金融行业, 计算机软件, 产品设计, 用户研究, 需求分析, 产...  20230508092822   \n",
       " 16                  [直播/视频产品, 海外产品, 团队管理, 竞品分析, 产品设计]  20220509190626   \n",
       " 17                                     [催收产品, 不良资产处置]  20230413134820   \n",
       " 18                [saas, 产品设计, PaaS, API, 5G, B端企业服务]  20210623135840   \n",
       " 19                                 [用户研究, 产品规划, 竞品分析]  20230516090948   \n",
       " 20                     [电商产品, 平台产品, 电子商务, 跨境电商, 团队管理]  20230515161224   \n",
       " 21  [平台产品, AI人工智能产品, 数据产品, 硬件产品, 智能硬件, to C, 人工智能,...  20230418083541   \n",
       " 22  [硬件产品, 计算机软件, 工业互联网, 能源/水利/环保, 制造业, 产品设计, 产品规划...  20220826105813   \n",
       " 23                          [健康个护, 运动户外, 游戏数码, IPD流程]  20220905152324   \n",
       " 24  [SaaS产品, 商业产品, SaaS系统, 产品规划, 团队管理, 移动端产品, 用户研究...  20221128192007   \n",
       " 25                  [axure, visio, mindmanager, 数据分析]  20211026220339   \n",
       " 26  [硬件产品, 策略产品, 硬件系统集成, 电子商务, 智能硬件, 灯饰照明, 产品规划, 产...  20230602142520   \n",
       " 27  [平台产品, 电商产品, 电子商务, 宠物行业, 跨境电商, 智能硬件, 家电行业, 产品规...  20230506154600   \n",
       " 28  [海外产品, 产品规划, 市场调研, 竞品分析, to B, web端产品, 需求分析, 数...  20230505113920   \n",
       " 29                [消费电子, 市场洞察, 电子/半导体, 渠道销售, 电子产品及配件]  20211116153650   \n",
       " 30         [产品规划, 产品优化, 产品设计, 团队管理, 需求管理, 需求分析, 交互设计]  20230531143226   \n",
       " 31                           [电商产品, 数据分析, 市场调研, to C]  20230510102351   \n",
       " 32            [跨境产品开发, 亚马逊平台, amazon, 教学产品开发, 精品, 精铺]  20230531103824   \n",
       " 33                  [产品设计, Oracle, MySQL, 数据产品, to B]  20220114181552   \n",
       " 34  [海外产品, 策略产品, 电子产品及配件, 广电行业, 贸易/进出口, 产品规划, 竞品分析...  20221024192816   \n",
       " 35  [内容产品, IT互联网, 计算机软件, 产品规划, 团队管理, 交互设计, 产品设计, 产...  20230522142007   \n",
       " 36              [计算机软件, 产品设计, 原型设计, 用户研究, 团队管理, 流程设计]  20230412100247   \n",
       " 37         [团队管理, 产品规划, 用户研究, 产品优化, 竞品分析, 需求管理, 产品设计]  20230404171536   \n",
       " 38  [OA产品, 电商产品, 平台产品, 电子产品及配件, 人工智能, 消费品, 电子商务, 用...  20220727111005   \n",
       " 39  [画像产品, 工具产品, 数据产品, 商业产品, 云计算, 计算机软件, to B, 产品规...  20230313105404   \n",
       " \n",
       "                        job.title  job.salary  job.dq job.jobKind job.jobId  \\\n",
       " 0                   产品经理(J10094)      12-20k  深圳-南山区           2  56395773   \n",
       " 1                           产品经理  30-35k·13薪      深圳           1  44501175   \n",
       " 2                         品牌产品经理      15-20k  深圳-南山区           2  58311647   \n",
       " 3                           产品经理      20-25k  深圳-宝安区           2  54100669   \n",
       " 4                           产品经理  20-30k·16薪      深圳           1  46179083   \n",
       " 5                         高级产品经理  25-45k·15薪  深圳-南山区           2  53595037   \n",
       " 6                           产品经理      20-25k  深圳-福田区           2  54900711   \n",
       " 7                       SaaS产品经理      15-23k  深圳-南山区           2  58569673   \n",
       " 8                    印尼及南非TV产品经理        薪资面议  深圳-宝安区           2  53374471   \n",
       " 9                           产品经理  20-35k·15薪  深圳-罗湖区           2  45329825   \n",
       " 10                        软件产品经理      18-25k  深圳-南山区           2  55327805   \n",
       " 11                     产品经理（路由器）      20-25k  深圳-宝安区           2  46771081   \n",
       " 12                  产品经理（OA/CRM）      15-25k  深圳-南山区           2  38525433   \n",
       " 13                        电感产品经理      12-20k  深圳-宝安区           2  57434035   \n",
       " 14                      电商产品开发经理      25-45k      深圳           2  54813451   \n",
       " 15                        IT产品经理      18-25k      深圳           1  45886289   \n",
       " 16                   海外步进/伺服产品主管  12-20k·14薪      深圳           2  49503739   \n",
       " 17                          产品经理  20-30k·14薪  深圳-南山区           2  56345911   \n",
       " 18                          产品经理      15-25k      深圳           2  29933131   \n",
       " 19             电量计芯片产品经理(J10184)  30-50k·14薪  深圳-宝安区           2  57225387   \n",
       " 20                    产品经理（跨境电商）      20-30k      深圳           2  56991297   \n",
       " 21                        软件产品经理  25-35k·15薪  深圳-南山区           2  57870207   \n",
       " 22                   产品经理（星能研究院）  15-28k·13薪  深圳-龙华区           2  50192597   \n",
       " 23  资深产品经理（健康个护/户外+亚马逊+IPD+薪资可谈）      10-15k  深圳-龙岗区           2  52385581   \n",
       " 24             高级产品经理 (MJ000474)  20-30k·14薪  深圳-福田区           2  54603615   \n",
       " 25                          产品经理  18-25k·14薪      深圳           2  44281777   \n",
       " 26                      跨境电商产品经理      15-30k      深圳           2  54624015   \n",
       " 27                          产品经理  20-25k·13薪      深圳           1  45866991   \n",
       " 28                        海外产品经理  25-50k·14薪      深圳           2  58277583   \n",
       " 29                        产品销售助理       5-12k      深圳           2  44888779   \n",
       " 30                 充电桩产品经理（海外市场）  20-25k·13薪  深圳-宝安区           2  57218311   \n",
       " 31                     亚马逊产品开发组长       9-15k  深圳-龙岗区           2  58241129   \n",
       " 32      亚马逊 amazon产品开发/主管（精铺+双休）      10-18k  深圳-宝安区           2  49224423   \n",
       " 33                     产品经理（数据库）  15-30k·14薪  深圳-龙华区           2  46426649   \n",
       " 34                     欧洲区TV产品经理  15-25k·14薪      深圳           2  53340335   \n",
       " 35                  产品经理（动环能耗平台）  20-40k·14薪  深圳-南山区           2  58496787   \n",
       " 36             编辑工具类产品经理(J10363)      20-30k  深圳-南山区           2  57726313   \n",
       " 37                          产品经理      18-35k  深圳-宝安区           2  57548357   \n",
       " 38                          产品经理  15-20k·13薪  深圳-龙岗区           2  51435071   \n",
       " 39                 11610M-资深产品经理  25-35k·16薪      深圳           2  56902651   \n",
       " \n",
       "                                        job.dataPromId  ...  \\\n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=16&...  ...   \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=16&...  ...   \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=16&...  ...   \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=16&...  ...   \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=16&...  ...   \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=16&...  ...   \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=16&...  ...   \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=16&...  ...   \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=16&...  ...   \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=16&...  ...   \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=16&...  ...   \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=16&...  ...   \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=16&...  ...   \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=16&...  ...   \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=16&...  ...   \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=16&...  ...   \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=16&...  ...   \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=16&...  ...   \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=16&...  ...   \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=16&...  ...   \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=16&...  ...   \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=16&...  ...   \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=16&...  ...   \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=16&...  ...   \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=16&...  ...   \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=16&...  ...   \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=16&...  ...   \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=16&...  ...   \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=16&...  ...   \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=16&...  ...   \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=16&...  ...   \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=16&...  ...   \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=16&...  ...   \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=16&...  ...   \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=16&...  ...   \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=16&...  ...   \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=16&...  ...   \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=16&...  ...   \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=16&...  ...   \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=16&...  ...   \n",
       " \n",
       "     recruiter.recruiterTitle             recruiter.recruiterId  \\\n",
       " 0                       招聘专员  47db6b507506babc4bbc30880744c061   \n",
       " 1                       猎头顾问  00624d651c9c3b26604489442219247a   \n",
       " 2                       招聘经理  659d213e1ed861e3749b2968f6599422   \n",
       " 3                       HRBP  cd0c5b4be8d5eefd1c66afed680084e1   \n",
       " 4                       猎头顾问  c698d51588c6158a9a094af26df8586e   \n",
       " 5                       招聘主管  be3baca6fc606d4b9fcbad3122aa5492   \n",
       " 6                     人力资源经理  7189ae7ce7ea1bce092e50d5e56cb385   \n",
       " 7                     高级招聘专员  20ae1136d43c5e02510f16d6f3f881f6   \n",
       " 8                       招聘主管  38a713d96344eb64d3c766ab8945c1fb   \n",
       " 9                     高级招聘经理  3bfdc0d3120142e33233c769dfe73136   \n",
       " 10                        招聘  735156a78a4e8ba2c240b96911e136c3   \n",
       " 11                            247b0391246e1fb10f95d93b580701b9   \n",
       " 12                      HRBP  26b155eced838547edf039f5871d0bf8   \n",
       " 13                      人事专员  2dd54fe8121120fa6cd52ae708a031e3   \n",
       " 14                      招聘主管  df10ea598a9974540aed2f9430a7274a   \n",
       " 15                      猎头顾问  ce989a99bdc7b93daa9106800e235370   \n",
       " 16                      hrbp  7c0bba25e5715eb30d28a6c3a23f5827   \n",
       " 17                        HR  6a510a01a7fa2b7c37aad649497fbe91   \n",
       " 18                      招聘主管  f167def4d6a0076c06778f9216e396ff   \n",
       " 19                      招聘主管  010c79c54a068b6bf3b86a808ead8e59   \n",
       " 20              人力资源伙伴(HRBP)  82552c1650f6e9403f7f7ea18d593c2c   \n",
       " 21                      招聘经理  b5b0c17a8e5bceeb9aa2258d172fecd0   \n",
       " 22                            83f9112f0a3d1f53ab274c6547e7909d   \n",
       " 23                      运营经理  9911a2dd44d27033729485a1acd0653b   \n",
       " 24                 招聘及组织发展经理  411382d8c76fb1d42a73322a8571fcc1   \n",
       " 25           云平台&软件技术研发部门负责人  7de242efae50f795bfa32846009df55e   \n",
       " 26                       CEO  fe03874daedf1cdd829d023bac46db70   \n",
       " 27                      猎头顾问  75f5b34d8fb0ac10f72f7052756497c8   \n",
       " 28                      HRBP  2e4db02a036a58a424139d23870c6db9   \n",
       " 29                        主管  0be557e866f98ccb44b2a5bd5857efa7   \n",
       " 30                    人力资源经理  a9e002d2f1c93d6ebc2acbb2c3d9c934   \n",
       " 31                    人事行政专员  0d48e0c1a18d3bf41805b356d423a918   \n",
       " 32                      人力资源  1482fc0087f185f17afe83b7a839fcb6   \n",
       " 33                            4fbdc0a3fc8769a783b472150deb9e03   \n",
       " 34                      招聘经理  4898c453f67450440d4d8cf16bd118f5   \n",
       " 35                     猎聘负责人  87fd174b2f0c90b2443cc3ed53e11595   \n",
       " 36                 人力资源经理HRM  371993336462c56f1f5783993cbc8715   \n",
       " 37                      招聘专员  c1ded91b794fb1167091e54a0b67201d   \n",
       " 38                    行政人事专员  39dfe1bfdd1da17b7af089c7ae9fca38   \n",
       " 39                   招聘经理/主管  2afc36feb0581ecab8e7d6c3be55d387   \n",
       " \n",
       "             recruiter.recruiterPhoto       comp.compName comp.compId  \\\n",
       " 0    5f8f9863f6d1ab58476f246a08u.jpg                华声医疗   9825101.0   \n",
       " 1    6269e888fdce6320e21696d102u.png            某苏州新能源公司         NaN   \n",
       " 2    5f8f98698dbe6273dcf8516008u.jpg        深圳优美创新科技有限公司   9253106.0   \n",
       " 3    5f8f9863f6d1ab58476f246a08u.jpg        深圳迈拓数码科技有限公司  13322621.0   \n",
       " 4    5f8fa3bc8dbe6273dcf85e5e08u.png               某知名公司         NaN   \n",
       " 5    5f8f986c79c7cc70efbf36c808u.jpg       商汤科技SenseTime   8349238.0   \n",
       " 6    5f8f986779c7cc70efbf36c008u.jpg                沃客非凡   8340931.0   \n",
       " 7    64472bcde190a161288b80c507u.png                德科信息   6976808.0   \n",
       " 8    5f8f98648dbe6273dcf8515508u.jpg            创维-RGB电子   1550812.0   \n",
       " 9    5f8f986c79c7cc70efbf36c808u.jpg        深圳新视智科技术有限公司  10062151.0   \n",
       " 10   5f8f9866dfb13a7dee342f1808u.jpg       广东三姆森科技股份有限公司   9463109.0   \n",
       " 11   5f8f9866dfb13a7dee342f1808u.jpg       深圳市广联智通科技有限公司   9355718.0   \n",
       " 12   624e59dc5d3e6321ebf7778002u.jpg                和讯华谷   7976822.0   \n",
       " 13   5f8f9866dfb13a7dee342f1808u.jpg         深圳市泽天电子有限公司   8779527.0   \n",
       " 14   5f8f9865ea60860b75384fa508u.jpg                蓝思网络   8544129.0   \n",
       " 15  6441ef1faf6ac937605e7b6b05u.jpeg     某深圳基金/证券/期货上市公司         NaN   \n",
       " 16   5f8f98648dbe6273dcf8515508u.jpg                雷赛智能   8389073.0   \n",
       " 17   5f8f986bdfb13a7dee342f2108u.jpg  振烨国际产业控股集团(深圳)有限公司  12226941.0   \n",
       " 18   5f8f98698dbe6273dcf8516008u.jpg         深圳市旦米科技有限公司   8751139.0   \n",
       " 19   5f8f986bdfb13a7dee342f2108u.jpg         极海微电子股份有限公司   9130300.0   \n",
       " 20   5f8f9866dfb13a7dee342f1808u.jpg                创想三维   9555146.0   \n",
       " 21   5f8f9863f6d1ab58476f246a08u.jpg        广州星际悦动股份有限公司   8801943.0   \n",
       " 22   5f8f98698dbe6273dcf8516008u.jpg               海目星激光   8259535.0   \n",
       " 23   5f8f986bdfb13a7dee342f2108u.jpg       深圳市颉沃创新科技有限公司  12158753.0   \n",
       " 24   5f8f98648dbe6273dcf8515508u.jpg                萨摩耶云   8507655.0   \n",
       " 25   5f8f9868f6d1ab58476f24a008u.jpg               盈合机器人  12292187.0   \n",
       " 26   5f8f986bdfb13a7dee342f2108u.jpg       深圳市齐创绿色科技有限公司  12451151.0   \n",
       " 27   627b4c927db22b4961a5b2f105u.png       深圳某智能电气股份有限公司         NaN   \n",
       " 28  6417cb8dedae7a152552ce0f08u.jpeg                诗云科技  12527063.0   \n",
       " 29   5f8f986bdfb13a7dee342f2108u.jpg        深圳市华富芯科技有限公司  12920935.0   \n",
       " 30   5ca47b51509919fa0ea15b9f05u.png     宁波恒达高智能科技股份有限公司   9789393.0   \n",
       " 31   5f8f98648dbe6273dcf8515508u.jpg         深圳市疆拓科技有限公司  12541901.0   \n",
       " 32   5f8f9863f6d1ab58476f246a08u.jpg      佰成得它(深圳)网络有限公司  13200083.0   \n",
       " 33   5f8f98648dbe6273dcf8515508u.jpg           深圳计算科学研究院  10046897.0   \n",
       " 34   5f8f9863f6d1ab58476f246a08u.jpg            创维-RGB电子   1550812.0   \n",
       " 35   5f8f9868f6d1ab58476f24a008u.jpg      卓望数码技术(深圳)有限公司   9364815.0   \n",
       " 36   5f8f986aea60860b75384fab08u.jpg       乐森机器人(北京)有限公司  12718425.0   \n",
       " 37   640fd91cb792580455b2e7fd06u.png       稳石机器人(深圳)有限公司  13343595.0   \n",
       " 38   5f8f9865ea60860b75384fa508u.jpg        深圳市优篮子科技有限公司  12272291.0   \n",
       " 39   5f8f9866dfb13a7dee342f1808u.jpg                平安科技   1086536.0   \n",
       " \n",
       "    comp.compStage                    comp.compLogo comp.compScale  \\\n",
       " 0             天使轮  5f728adb79c7cc70efb3978108u.png       100-499人   \n",
       " 1           不需要融资  60e2fe0bf3df194a3c48adb502u.png       100-499人   \n",
       " 2           融资未公开  61b07937d0458d53c627567e02u.jpg         50-99人   \n",
       " 3             NaN  63d79931a34a9d522e1343ce01u.png         50-99人   \n",
       " 4           融资未公开  60e2fe0bf3df194a3c48adb502u.png       10000人以上   \n",
       " 5            港股上市  5bfea48b74719d2aa34cbe8303a.png     2000-5000人   \n",
       " 6              C轮  58cf9dc07032d65ebc4e46a905a.jpg       100-499人   \n",
       " 7            战略投资  60bdbb777cc07936e59f707602u.png    5000-10000人   \n",
       " 8             NaN  5bfe96db74719df0ac991c0e03a.png       10000人以上   \n",
       " 9              A轮  5fb38ca17d84d06ed7b498c406u.png         50-99人   \n",
       " 10          融资未公开  5aa894938e50f950e40f40d005a.jpg       100-499人   \n",
       " 11            NaN  5bfe99ef74719df0ac99bb7803a.png       100-499人   \n",
       " 12           美股上市  5d64dc64d0e79f08cfe5826208u.jpg       500-999人   \n",
       " 13            NaN  5dca70b0cd52473b94c5d3b206u.jpg       100-499人   \n",
       " 14            NaN  5bfea21e74719d2aa34c4aad03a.png     1000-2000人   \n",
       " 15            已上市  60e2fe0bf3df194a3c48adb502u.png     1000-2000人   \n",
       " 16         沪深A股上市  5bfe91da74719d35745ae98f03a.png       500-999人   \n",
       " 17            NaN  6063f354eda4835702b2967705u.png       10000人以上   \n",
       " 18            天使轮  5d9c383b1922212016f6192707u.png       100-499人   \n",
       " 19            NaN  5bfe91f574719d35745aef1b03a.png       500-999人   \n",
       " 20            NaN  5d5d1a7bcd394174d0a54f5302u.jpg     2000-5000人   \n",
       " 21            NaN  643ce5d0cbfe17111fe6c13207u.png       500-999人   \n",
       " 22          科创板上市  5bfea24974719d2aa34c527b03a.png       10000人以上   \n",
       " 23          融资未公开  61b07937d0458d53c627567e02u.jpg                  \n",
       " 24             C轮  6177cae51c9e7323f175633d02u.png       500-999人   \n",
       " 25             A轮  6388530d17377572060c196b08u.png       100-499人   \n",
       " 26             其他  5fa90b59930a7616c5f7689c08u.png         50-99人   \n",
       " 27            已上市  60e2fe0bf3df194a3c48adb502u.png     2000-5000人   \n",
       " 28             A轮  5ffef69f3059cc17bf35b16303u.jpg          1-49人   \n",
       " 29            NaN  61b07937d0458d53c627567e02u.jpg          1-49人   \n",
       " 30            NaN  5cbd515d9fae687d432f835301u.jpg     1000-2000人   \n",
       " 31            NaN  61b07937d0458d53c627567e02u.jpg          1-49人   \n",
       " 32            NaN  61b07937d0458d53c627567e02u.jpg         50-99人   \n",
       " 33            NaN  5e9fe8f0f2540204572ed02608u.png       100-499人   \n",
       " 34            NaN  5bfe96db74719df0ac991c0e03a.png       10000人以上   \n",
       " 35            NaN  5bfea13574719d2aa34c1d5d03a.png     1000-2000人   \n",
       " 36             B轮  60ab110e4005a2070875ef1a01u.png       100-499人   \n",
       " 37            NaN  640e872289c72f288ff2c26201u.png       100-499人   \n",
       " 38             其他  6153c292a8c9881788f3470505u.png       100-499人   \n",
       " 39          融资未公开  5a430d818e50424dbd74506e04a.jpg     2000-5000人   \n",
       " \n",
       "                                    comp.link  comp.compIndustry  \n",
       " 0    https://www.liepin.com/company/9825101/               医疗器械  \n",
       " 1                                                           新能源  \n",
       " 2    https://www.liepin.com/company/9253106/               通信设备  \n",
       " 3   https://www.liepin.com/company/13322621/             贸易/进出口  \n",
       " 4                                                            保险  \n",
       " 5    https://www.liepin.com/company/8349238/              计算机软件  \n",
       " 6    https://www.liepin.com/company/8340931/               电子商务  \n",
       " 7    https://www.liepin.com/company/6976808/                互联网  \n",
       " 8    https://www.liepin.com/company/1550812/        电子/半导体/集成电路  \n",
       " 9   https://www.liepin.com/company/10062151/               人工智能  \n",
       " 10   https://www.liepin.com/company/9463109/            电气机械/器材  \n",
       " 11   https://www.liepin.com/company/9355718/              计算机硬件  \n",
       " 12   https://www.liepin.com/company/7976822/                互联网  \n",
       " 13   https://www.liepin.com/company/8779527/        电子/半导体/集成电路  \n",
       " 14   https://www.liepin.com/company/8544129/               电子商务  \n",
       " 15                                                     基金/证券/期货  \n",
       " 16   https://www.liepin.com/company/8389073/              工业自动化  \n",
       " 17  https://www.liepin.com/company/12226941/              批发/零售  \n",
       " 18   https://www.liepin.com/company/8751139/                互联网  \n",
       " 19   https://www.liepin.com/company/9130300/        电子/半导体/集成电路  \n",
       " 20   https://www.liepin.com/company/9555146/               智能硬件  \n",
       " 21   https://www.liepin.com/company/8801943/                互联网  \n",
       " 22   https://www.liepin.com/company/8259535/              机械/设备  \n",
       " 23  https://www.liepin.com/company/12158753/              批发/零售  \n",
       " 24   https://www.liepin.com/company/8507655/               科技金融  \n",
       " 25  https://www.liepin.com/company/12292187/               智能硬件  \n",
       " 26  https://www.liepin.com/company/12451151/                互联网  \n",
       " 27                                                    电子/芯片/半导体  \n",
       " 28  https://www.liepin.com/company/12527063/               人工智能  \n",
       " 29  https://www.liepin.com/company/12920935/        电子/半导体/集成电路  \n",
       " 30   https://www.liepin.com/company/9789393/        电子/半导体/集成电路  \n",
       " 31  https://www.liepin.com/company/12541901/              计算机软件  \n",
       " 32  https://www.liepin.com/company/13200083/              批发/零售  \n",
       " 33  https://www.liepin.com/company/10046897/              计算机软件  \n",
       " 34   https://www.liepin.com/company/1550812/        电子/半导体/集成电路  \n",
       " 35   https://www.liepin.com/company/9364815/              计算机软件  \n",
       " 36  https://www.liepin.com/company/12718425/               智能硬件  \n",
       " 37  https://www.liepin.com/company/13343595/              机械/设备  \n",
       " 38  https://www.liepin.com/company/12272291/                互联网  \n",
       " 39   https://www.liepin.com/company/1086536/               科技金融  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
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       " 39  {\"imId\":\"69764257b9c195d54f291cecbb89c1d2\",\"im...   \n",
       " \n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 1   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 2   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 3   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 4   %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 5   %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 6   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 7   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 8   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 9   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 10  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 11  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 12  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 13  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 14  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 15  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 16  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 17  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 18  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 19  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 20  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 21  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 22  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 23  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 24  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 25  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 26  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 27  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 28  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 29  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 30  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 31  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 32  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 33  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 34  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 35  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 36  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 37  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 38  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 39  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " \n",
       "                                            job.labels    job.salary  job.dq  \\\n",
       " 0    [平台产品, to B, 产品优化, 用户研究, 产品规划, 产品设计, 数据分析, 竞品分析]        13-25k  深圳-南山区   \n",
       " 1   [商业产品, 客户端产品, SaaS系统, 支付行业, 产品设计, 产品规划, 原型设计, ...    20-30k·13薪  深圳-南山区   \n",
       " 2                             [消费电子, 小家电, 硬件产品, 欧美市场]        20-25k  深圳-龙岗区   \n",
       " 3   [海外产品, 策略产品, 电子产品及配件, 广电行业, 贸易/进出口, 产品规划, 竞品分析...          薪资面议  深圳-宝安区   \n",
       " 4                                          [UIUX交互设计]  100-200k·16薪      深圳   \n",
       " 5                       [产品策划, 项目管理, 数据分析, 用户研究, CRM]        40-70k      深圳   \n",
       " 6                        [AI人工智能产品, 产品规划, 产品设计, to B]    25-50k·15薪  深圳-宝安区   \n",
       " 7               [计算机软件, 产品设计, 用户研究, 原型设计, 团队管理, 流程设计]    15-25k·13薪  深圳-南山区   \n",
       " 8   [供应链产品, 交易产品, 策略产品, IT互联网, 二手房业务, 物流快递, 产品规划, ...    18-25k·14薪  深圳-南山区   \n",
       " 9                                              [产品经理]        15-30k  深圳-宝安区   \n",
       " 10            [税务咨询, 财务咨询, 财务/审计/税务, 税务师, CTA, 注册会计师]    12-15k·13薪  深圳-宝安区   \n",
       " 11  [平台产品, 供应链产品, 玩具/礼品, 采购, 化妆品, 产品规划, 产品优化, 用户研究...         8-15k  深圳-宝安区   \n",
       " 12  [内容产品, 商业产品, 数据产品, 工具产品, 计算机软件, IT互联网, 产品规划, 用...    18-35k·14薪  深圳-南山区   \n",
       " 13  [海外产品, 策略产品, 电子产品及配件, 广电行业, 贸易/进出口, 产品规划, 产品优化...    15-25k·14薪      深圳   \n",
       " 14  [平台产品, 策略产品, 计算机软件, 产品设计, 交互设计, 产品规划, Visio, A...        10-20k  深圳-龙华区   \n",
       " 15                    [工具产品, 数据产品, IT互联网, 产品设计, 需求说明]        20-35k      深圳   \n",
       " 16                     [文字表达良好, 掌握office办公软件, 日常沟通顺畅]    15-25k·16薪  深圳-南山区   \n",
       " 17                       [海外TV市场推广, TV产品, 产品经理, 产品研发]          薪资面议  深圳-宝安区   \n",
       " 18  [策略产品, 商业产品, 产品设计, 产品优化, 产品规划, Axure, 墨刀, 流程设计...        15-25k  深圳-罗湖区   \n",
       " 19                                 [产品设计, 数据分析, 市场调研]    15-30k·13薪  深圳-南山区   \n",
       " 20                                 [产品规划, 产品设计, 市场调研]        20-30k  深圳-宝安区   \n",
       " 21  [供应链产品, 金融产品, 计算机软件, 金融行业, 产品设计, 产品规划, 用户研究, 原...        16-25k  深圳-南山区   \n",
       " 22                          [app产品, 电商产品, C端产品, 跨境电商]        25-35k  深圳-南山区   \n",
       " 23                            [云计算, 游戏行业, 产品规划, 产品设计]    20-40k·13薪  深圳-南山区   \n",
       " 24  [搜索产品, 增长产品, 交易产品, 客户端产品, SaaS产品, ERP产品, CRM产品...        15-30k  深圳-南山区   \n",
       " 25               [平台产品, 产品规划, 产品设计, 竞品分析, 用户研究, 产品优化]        20-50k      深圳   \n",
       " 26                   [产品设计, 需求分析, B端产品, Axure, 平台型产品]    20-35k·14薪  深圳-福田区   \n",
       " 27  [数据产品, 供应链产品, 平台产品, 硬件产品, 金融产品, 批发/零售, 硬件系统集成,...        22-35k  深圳-南山区   \n",
       " 28  [供应链产品, 金融产品, 计算机软件, 金融行业, 产品设计, 用户研究, 原型设计, 产...    18-25k·15薪  深圳-南山区   \n",
       " 29             [产品设计, axure, visio, c端产品, 数据分析, 需求分析]        20-30k      深圳   \n",
       " 30  [教育行业, 需求分析, 需求管理, 竞品分析, SaaS产品, IT互联网, 计算机软件,...    15-20k·13薪  深圳-龙华区   \n",
       " 31                                       [数据产品, 数据分析]        13-20k      深圳   \n",
       " 32  [广告产品, 平台产品, 广告行业, 产品设计, 用户研究, 产品规划, Axure, 需求...        10-20k  深圳-宝安区   \n",
       " 33                                       [类目运营, 产品运营]         9-15k  深圳-龙华区   \n",
       " 34  [工具产品, SaaS产品, 平台产品, 商业产品, SaaS系统, to B, ERP系统...        30-50k  深圳-宝安区   \n",
       " 35                          [供应链产品, 数据产品, 产品规划, 用户研究]        18-25k      深圳   \n",
       " 36  [供应链产品, 金融产品, 金融行业, 计算机软件, 产品设计, 用户研究, 原型设计, 产...        18-25k  深圳-南山区   \n",
       " 37             [电子产品及配件, 消费品, 产品规划, 团队管理, 用户研究, 产品设计]        20-30k      深圳   \n",
       " 38  [策略产品, 内容产品, 增长产品, 医疗卫生/医药, 医药行业, 批发/零售, 医疗行业,...        15-25k      深圳   \n",
       " 39                                       [产业链, 供应链产品]  200-330k·15薪  深圳-南山区   \n",
       " \n",
       "                       job.title job.pcOuterLink job.h5OuterLink job.jobKind  \\\n",
       " 0                          产品经理                                           2   \n",
       " 1                        高级产品经理                                           2   \n",
       " 2                     产品经理（小家电）                                           2   \n",
       " 3                     欧洲区TV产品经理                                           2   \n",
       " 4                    UXUI交互设计专家             NaN             NaN           1   \n",
       " 5                          产品经理             NaN             NaN           1   \n",
       " 6                        AI产品经理                                           2   \n",
       " 7                       工具类产品经理                                           2   \n",
       " 8                   高级产品经理/产品总监                                           2   \n",
       " 9                       电子烟产品经理                                           2   \n",
       " 10                       咨询项目经理                                           2   \n",
       " 11                       产品开发主管                                           2   \n",
       " 12               软件产品经理（内容平台方向）                                           2   \n",
       " 13                       TV产品经理                                           2   \n",
       " 14                产品工程师（平台软件方向）                                           2   \n",
       " 15  Assistant Technical Manager                                           2   \n",
       " 16                  产品经理-G3259K                                           2   \n",
       " 17                菲律宾及其它区TV产品经理                                           2   \n",
       " 18                      互联网产品经理                                           2   \n",
       " 19                       海外产品经理                                           2   \n",
       " 20                     产品经理（税务）                                           2   \n",
       " 21                 IT产品经理-标准化产品                                           2   \n",
       " 22                     电商C端产品经理                                           2   \n",
       " 23                      云平台产品经理                                           2   \n",
       " 24                        产品经理岗                                           2   \n",
       " 25                         产品经理                                           2   \n",
       " 26                   产品经理-工业互联网                                           2   \n",
       " 27                         产品经理                                           2   \n",
       " 28                       IT产品经理             NaN             NaN           1   \n",
       " 29                     产品经理（C端）                                           2   \n",
       " 30                       高级产品经理                                           2   \n",
       " 31                      亚马逊产品经理                                           2   \n",
       " 32                         产品经理                                           2   \n",
       " 33                     跨境电商资深运营                                           2   \n",
       " 34            元璟资本被投公司-法大大-产品总监                                           2   \n",
       " 35                     产品经理—电子烟                                           2   \n",
       " 36                       IT产品经理                                           2   \n",
       " 37                产品经理（消费类硬件产品）                                           2   \n",
       " 38                     高级零售产品经理                                           2   \n",
       " 39                         产品总监                                           2   \n",
       " \n",
       "    job.refreshTime  ... recruiter.recruiterTitle  \\\n",
       " 0   20230601134050  ...                     HRBP   \n",
       " 1   20230419172134  ...                            \n",
       " 2   20230505163212  ...                   人力资源总监   \n",
       " 3   20230303102540  ...                     招聘主管   \n",
       " 4   20230505163219  ...                     猎头顾问   \n",
       " 5   20230313135139  ...                     猎头顾问   \n",
       " 6   20221106104034  ...                   高级产品经理   \n",
       " 7   20230412103504  ...                       hr   \n",
       " 8   20230314142539  ...                 高级人力行政经理   \n",
       " 9   20221014170729  ...                     人事经理   \n",
       " 10  20230525102843  ...                 人力资源招聘主管   \n",
       " 11  20230419164240  ...                     人事经理   \n",
       " 12  20230423092844  ...                     HRBP   \n",
       " 13  20221024193122  ...                     招聘经理   \n",
       " 14  20230328155304  ...                   人事行政主管   \n",
       " 15  20230221171953  ...                            \n",
       " 16  20230217182441  ...                     招聘HR   \n",
       " 17  20230303102534  ...                     招聘主管   \n",
       " 18  20230105155216  ...                     招聘专员   \n",
       " 19  20220614095719  ...                     人事主管   \n",
       " 20  20221008112943  ...                    招聘COE   \n",
       " 21  20230418164847  ...                     招聘HR   \n",
       " 22  20230506144812  ...                       hr   \n",
       " 23  20230413172231  ...                    招聘COE   \n",
       " 24  20220729154058  ...                            \n",
       " 25  20211201143607  ...                     HRBP   \n",
       " 26  20220215183652  ...                      R&D   \n",
       " 27  20220916104624  ...                            \n",
       " 28  20230516184553  ...                     猎头顾问   \n",
       " 29  20230530181600  ...                            \n",
       " 30  20221017175727  ...                人力资源经理/主管   \n",
       " 31  20211227175551  ...                     副总经理   \n",
       " 32  20221121141718  ...                   人事行政主管   \n",
       " 33  20230328091935  ...                     人事经理   \n",
       " 34  20230515152601  ...                            \n",
       " 35  20211103114622  ...                    总经理助理   \n",
       " 36  20230224150821  ...                     招聘HR   \n",
       " 37  20221123143431  ...                            \n",
       " 38  20230524135517  ...                            \n",
       " 39  20230203105801  ...                       HR   \n",
       " \n",
       "                recruiter.recruiterId         recruiter.recruiterPhoto  \\\n",
       " 0   94f8d2467c8a58777f17300848eabeb8  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 1   6faa967dc79cab6479bdd257478b5c5c  5f8f986aea60860b75384fab08u.jpg   \n",
       " 2   1c6604aa1923cfb98a116225c9000f37  633af4e8a61e7a2a1b97c07403u.png   \n",
       " 3   38a713d96344eb64d3c766ab8945c1fb  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 4   8d4fce89f7b915043f2fcbdb09d425fc  620606755340a52ba710323608u.png   \n",
       " 5   9e919388a81521c0b84038a8bc785309  5f8fa3b979c7cc70efbf445908u.png   \n",
       " 6   d494182b9f433e1c632dc1dd1d6764e7  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 7   d8d624448d319c9e156f9470d551897a  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 8   f569df7f6114f7610ae44724f62aecbd  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 9   65b992e4f2292bff22d36451812b7307  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 10  1f3fff410cf8aaacf7f2d50512b7fe8b  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 11  a3b6c4b4472f88d5eb3d6b9e5e12f47b  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 12  fb9f7ff9288a8f842f4d79b0cefd15e4  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 13  4898c453f67450440d4d8cf16bd118f5  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 14  058153850d5dc19cb7554c3478a27033  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 15  e2a331f7f410bc7a736a57df765dd997  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 16  b9c525216408849807f4642bb948d059  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 17  38a713d96344eb64d3c766ab8945c1fb  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 18  3930e51b8cf227d67d7812cd4605345f  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 19  4b9626f2b50ab213d0b4954aa53ac69f  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 20  949688069dd4a94df689575f11215114  5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 21  ae5bcdb502ba2cd4c58c194093e4db1f  62ce3a5490c07d24d2c7142f04u.jpg   \n",
       " 22  34d5873209cd973651e96e79c89a3efb  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 23  09f062e5c9154e3ce707cdfc8790961a  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 24  906262eb4eb951d2de6bfd1ff516e261  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 25  ce3d4420e992e30a5ffadefed7119d96  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 26  9a54453af3670dcfd8af62eb3a918ab6  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 27  a1dbfa2bfda9a34fce96d1b2682ed535  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 28  b1eb4a64a6126eb06b72b6f737e45952  635798e051810b2e64eb135105u.jpg   \n",
       " 29  8d8120ce7c0cffd3c709da194a1ae9b3  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 30  cdff2d98e4df5f0f6a3e268ac5f6d924  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 31  6053823073ef9bd0f8cf95a8758d466b  61b6db5b2153ad06133b0a2703u.png   \n",
       " 32  a5c3a64a29a90f29d0cb6f9c39e0cbb2  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 33  56185fb557769aa1ef9ccd72714484e7  5f8f986aea60860b75384fab08u.jpg   \n",
       " 34  1c51ed61bf8d8cd789a80cb2ad670d70  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 35  63fc563216d9bb208ba970de8abcca80  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 36  ae5bcdb502ba2cd4c58c194093e4db1f  62ce3a5490c07d24d2c7142f04u.jpg   \n",
       " 37  7970c328f218449706f7d971dd88d87c  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 38  96397f9aa0d84938d8abe88a8cafd6ef  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 39  b9cea00180e563e90d4816b90e9ea520  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " \n",
       "     comp.compScale     comp.compName comp.compId  comp.compStage  \\\n",
       " 0           50-99人    金马节能科技(深圳)有限公司   9650591.0            战略投资   \n",
       " 1           50-99人          PayInOne  12778049.0           融资未公开   \n",
       " 2         100-499人              睿翼商务  13090849.0             NaN   \n",
       " 3         10000人以上          创维-RGB电子   1550812.0             NaN   \n",
       " 4            1-49人         某深圳基金证券公司         NaN           融资未公开   \n",
       " 5                              某知名公司         NaN             NaN   \n",
       " 6         100-499人              暗物智能   9671912.0              B轮   \n",
       " 7         100-499人     乐森机器人(北京)有限公司  12718425.0              B轮   \n",
       " 8         100-499人              当换科技  12516651.0             NaN   \n",
       " 9         500-999人      深圳迷尔生物科技有限公司  13152647.0             NaN   \n",
       " 10           1-49人        深圳数隆科技有限公司  13552977.0             NaN   \n",
       " 11           1-49人   深圳市掌控未来信息技术有限公司  13462161.0             NaN   \n",
       " 12        500-999人     Makeblock童心制物   8327449.0              C轮   \n",
       " 13        10000人以上          创维-RGB电子   1550812.0             NaN   \n",
       " 14        100-499人             赛菲姆科技   9256348.0             NaN   \n",
       " 15        500-999人     深圳市网新新思软件有限公司   7936268.0             NaN   \n",
       " 16        10000人以上        美的集团企业数字平台   8244054.0             NaN   \n",
       " 17        10000人以上          创维-RGB电子   1550812.0             NaN   \n",
       " 18        100-499人     深圳市科荣软件股份有限公司  10031075.0           融资未公开   \n",
       " 19        500-999人              刀锋互娱   9311114.0              A轮   \n",
       " 20        500-999人        深圳航天信息有限公司   9158029.0              其他   \n",
       " 21      1000-2000人               联易融   8894304.0            港股上市   \n",
       " 22                              云摩科技  13348825.0             NaN   \n",
       " 23        100-499人              云天畅想  13318847.0              C轮   \n",
       " 24          50-99人  招商积余数字科技(深圳)有限公司  10068169.0           融资未公开   \n",
       " 25      1000-2000人   厦门狄耐克智能科技股份有限公司   7928979.0          沪深A股上市   \n",
       " 26        100-499人             盈合机器人  12292187.0              A轮   \n",
       " 27        100-499人                顺丰    866418.0             NaN   \n",
       " 28      1000-2000人   某深圳基金/证券/期货上市公司         NaN             已上市   \n",
       " 29        100-499人        善筑控股集团有限公司  12441705.0              其他   \n",
       " 30           1-49人       深圳市智邻科技有限公司   9432138.0           融资未公开   \n",
       " 31           1-49人     深圳市长疆电子商务有限公司  13030117.0             NaN   \n",
       " 32          50-99人      深圳座联互动科技有限公司  12314865.0             NaN   \n",
       " 33           1-49人        深圳唐造科技有限公司  10195461.0             NaN   \n",
       " 34          50-99人              元璟资本  10212753.0             NaN   \n",
       " 35           1-49人              东青电子  12962297.0           融资未公开   \n",
       " 36      1000-2000人               联易融   8894304.0            港股上市   \n",
       " 37      2000-5000人              合元集团    852976.0             NaN   \n",
       " 38      2000-5000人              康哲药业   8492281.0             NaN   \n",
       " 39      2000-5000人       企知道网络技术有限公司   9314301.0             NaN   \n",
       " \n",
       "                       comp.compLogo comp.compIndustry  \\\n",
       " 0   5b6bd0348e50c1e5ad7a5b3904a.jpg            专业技术服务   \n",
       " 1   643fa9f4f00f9d0a5d25e85102u.png              科技金融   \n",
       " 2   62270910ede8240174593c0501u.png              电子商务   \n",
       " 3   5bfe96db74719df0ac991c0e03a.png       电子/半导体/集成电路   \n",
       " 4   60e2fe0bf3df194a3c48adb502u.png          基金/证券/期货   \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png             计算机软件   \n",
       " 6   5bfea09e74719d2aa34bffaf03a.png              人工智能   \n",
       " 7   60ab110e4005a2070875ef1a01u.png              智能硬件   \n",
       " 8   6172312180dc64654d32073d03u.png               互联网   \n",
       " 9   62bd1c6de333d8014ebb2d1c07u.png              智能硬件   \n",
       " 10  61b07937d0458d53c627567e02u.jpg           其他商务服务业   \n",
       " 11  61b07937d0458d53c627567e02u.jpg              IT服务   \n",
       " 12  61e141ba2d87835f4a8a977e07u.png              智能硬件   \n",
       " 13  5bfe96db74719df0ac991c0e03a.png       电子/半导体/集成电路   \n",
       " 14  5f45c2d9ea60860b7509208a08u.jpg             计算机硬件   \n",
       " 15  6010df6262536e1895b8877601u.png              IT服务   \n",
       " 16  5e72de2a37483e328d5dac9407u.jpg             家具/家居   \n",
       " 17  5bfe96db74719df0ac991c0e03a.png       电子/半导体/集成电路   \n",
       " 18  5fdab3961721db2a11d7259001u.png             计算机软件   \n",
       " 19  62f49d10e57ef45ec8a09aca05u.png               互联网   \n",
       " 20  5f9a891d0c57e56b1d0885ef07u.png             计算机软件   \n",
       " 21  60efae08f6987e52204e3f2306u.png          基金/证券/期货   \n",
       " 22  636df7e947468d27846cbc6b03u.png               互联网   \n",
       " 23  63d4c2600392320c728af44203u.png           云计算/大数据   \n",
       " 24  5ea28ea0f254020457318b7606u.png             计算机软件   \n",
       " 25  62748c373757ad7da794bdd306u.png       电子/半导体/集成电路   \n",
       " 26  6388530d17377572060c196b08u.png              智能硬件   \n",
       " 27  5bfea53d74719d2aa34cde3703a.png          货运/物流/仓储   \n",
       " 28  60e2fe0bf3df194a3c48adb502u.png          基金/证券/期货   \n",
       " 29  5f97ba5c79c7cc70efc35c3f05u.png              科技金融   \n",
       " 30  61b07937d0458d53c627567e02u.jpg             计算机软件   \n",
       " 31  61b07937d0458d53c627567e02u.jpg              电子商务   \n",
       " 32  61b07937d0458d53c627567e02u.jpg             计算机软件   \n",
       " 33  61b07937d0458d53c627567e02u.jpg             批发/零售   \n",
       " 34  5ee38a0315b5366045da1a8008u.jpg          基金/证券/期货   \n",
       " 35  617fbae7afa07b12e6e447c301u.jpg           电气机械/器材   \n",
       " 36  60efae08f6987e52204e3f2306u.png          基金/证券/期货   \n",
       " 37  63f85894ae8ec6724b67f42d03u.png       电子/半导体/集成电路   \n",
       " 38  5bfea4c574719d2aa34cc95703a.png                制药   \n",
       " 39  601114407712265ad007e35206u.png           云计算/大数据   \n",
       " \n",
       "                                    comp.link  \n",
       " 0    https://www.liepin.com/company/9650591/  \n",
       " 1   https://www.liepin.com/company/12778049/  \n",
       " 2   https://www.liepin.com/company/13090849/  \n",
       " 3    https://www.liepin.com/company/1550812/  \n",
       " 4                                             \n",
       " 5                                             \n",
       " 6    https://www.liepin.com/company/9671912/  \n",
       " 7   https://www.liepin.com/company/12718425/  \n",
       " 8   https://www.liepin.com/company/12516651/  \n",
       " 9   https://www.liepin.com/company/13152647/  \n",
       " 10  https://www.liepin.com/company/13552977/  \n",
       " 11  https://www.liepin.com/company/13462161/  \n",
       " 12   https://www.liepin.com/company/8327449/  \n",
       " 13   https://www.liepin.com/company/1550812/  \n",
       " 14   https://www.liepin.com/company/9256348/  \n",
       " 15   https://www.liepin.com/company/7936268/  \n",
       " 16   https://www.liepin.com/company/8244054/  \n",
       " 17   https://www.liepin.com/company/1550812/  \n",
       " 18  https://www.liepin.com/company/10031075/  \n",
       " 19   https://www.liepin.com/company/9311114/  \n",
       " 20   https://www.liepin.com/company/9158029/  \n",
       " 21   https://www.liepin.com/company/8894304/  \n",
       " 22  https://www.liepin.com/company/13348825/  \n",
       " 23  https://www.liepin.com/company/13318847/  \n",
       " 24  https://www.liepin.com/company/10068169/  \n",
       " 25   https://www.liepin.com/company/7928979/  \n",
       " 26  https://www.liepin.com/company/12292187/  \n",
       " 27    https://www.liepin.com/company/866418/  \n",
       " 28                                            \n",
       " 29  https://www.liepin.com/company/12441705/  \n",
       " 30   https://www.liepin.com/company/9432138/  \n",
       " 31  https://www.liepin.com/company/13030117/  \n",
       " 32  https://www.liepin.com/company/12314865/  \n",
       " 33  https://www.liepin.com/company/10195461/  \n",
       " 34  https://www.liepin.com/company/10212753/  \n",
       " 35  https://www.liepin.com/company/12962297/  \n",
       " 36   https://www.liepin.com/company/8894304/  \n",
       " 37    https://www.liepin.com/company/852976/  \n",
       " 38   https://www.liepin.com/company/8492281/  \n",
       " 39   https://www.liepin.com/company/9314301/  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 1   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 2   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 3   %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 4   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 5   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 6   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 7   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 8   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 9   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 10  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 11  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 12  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 13  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 14  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 15  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 16  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 17  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 18  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 19  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 20  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 21  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 22  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 23  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 24  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 25  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 26  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 27  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 28  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 29  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 30  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 31  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 32  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 33  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 34  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 35  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 36  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 37  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 38  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 39  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobKind\":\"2\",\"imId\":\"da72e17bf57f3cf09552a23...   \n",
       " 1   {\"jobKind\":\"2\",\"imId\":\"735936693af29097a9f0273...   \n",
       " 2   {\"jobKind\":\"2\",\"imId\":\"4f6950d6df824e37e613caf...   \n",
       " 3   {\"jobKind\":\"1\",\"imId\":\"395f2094cdba9701070a2e6...   \n",
       " 4   {\"jobKind\":\"2\",\"imId\":\"72d04c0ffb51939599eeb04...   \n",
       " 5   {\"jobKind\":\"2\",\"imId\":\"112ed3be887d04d2062c1b1...   \n",
       " 6   {\"jobKind\":\"2\",\"imId\":\"04e50ad12c25484f5347fc5...   \n",
       " 7   {\"jobKind\":\"2\",\"imId\":\"6c5d168761774847937a45d...   \n",
       " 8   {\"jobKind\":\"2\",\"imId\":\"3b1b5d63251874e173ea311...   \n",
       " 9   {\"jobKind\":\"2\",\"imId\":\"5e232c054bb759f127604c8...   \n",
       " 10  {\"jobKind\":\"2\",\"imId\":\"529981a4347a1bc8cb20388...   \n",
       " 11  {\"jobKind\":\"1\",\"imId\":\"b87785fe839ec1c29f90a7b...   \n",
       " 12  {\"jobKind\":\"2\",\"imId\":\"f82270fcd5b23136e4cd5c0...   \n",
       " 13  {\"jobKind\":\"2\",\"imId\":\"6938b0b6d8b10ae9e37b0b2...   \n",
       " 14  {\"jobKind\":\"2\",\"imId\":\"67a718381f33b039ac365a6...   \n",
       " 15  {\"jobKind\":\"2\",\"imId\":\"45383412096a0490c52f9b6...   \n",
       " 16  {\"jobKind\":\"2\",\"imId\":\"cc0473828c3b75cf8d0518f...   \n",
       " 17  {\"jobKind\":\"2\",\"imId\":\"c86c3fae6224ad8fac365a6...   \n",
       " 18  {\"jobKind\":\"2\",\"imId\":\"c8ac544f629da1adb090656...   \n",
       " 19  {\"jobKind\":\"2\",\"imId\":\"23f50901b92d49ba04612e6...   \n",
       " 20  {\"jobKind\":\"2\",\"imId\":\"e11a3d2ae3c198a064d60f7...   \n",
       " 21  {\"jobKind\":\"2\",\"imId\":\"3f1b9a5547fea25e113f2db...   \n",
       " 22  {\"jobKind\":\"2\",\"imId\":\"a7bad1581248df0f845dc9e...   \n",
       " 23  {\"jobKind\":\"2\",\"imId\":\"8829145c2692343ae37b0b2...   \n",
       " 24  {\"jobKind\":\"2\",\"imId\":\"439bc42d180133858fa263e...   \n",
       " 25  {\"jobKind\":\"2\",\"imId\":\"4dd3505a05f5b681e0d7110...   \n",
       " 26  {\"jobKind\":\"2\",\"imId\":\"ae4d6cfa4ade940c0385546...   \n",
       " 27  {\"jobKind\":\"2\",\"imId\":\"11b5e0921e32d8282530c42...   \n",
       " 28  {\"jobKind\":\"2\",\"imId\":\"3b0bbe052f5ed3169941166...   \n",
       " 29  {\"jobKind\":\"2\",\"imId\":\"a80dfa9584a72a1d04612e6...   \n",
       " 30  {\"jobKind\":\"2\",\"imId\":\"f7ca54bc435cccc4faf1d0d...   \n",
       " 31  {\"jobKind\":\"2\",\"imId\":\"b71812450fee44872980490...   \n",
       " 32  {\"jobKind\":\"2\",\"imId\":\"f1370db8194154fc9192f8b...   \n",
       " 33  {\"jobKind\":\"2\",\"imId\":\"6e3e82d182c9c7253417a18...   \n",
       " 34  {\"jobKind\":\"2\",\"imId\":\"2c71e026d5451067062c1b1...   \n",
       " 35  {\"jobKind\":\"2\",\"imId\":\"4d497948ae16a4935153eb2...   \n",
       " 36  {\"jobKind\":\"2\",\"imId\":\"9f2f8e16af5e5f17dae63fe...   \n",
       " 37  {\"jobKind\":\"1\",\"imId\":\"58e32d503c314c5602f523e...   \n",
       " 38  {\"jobKind\":\"1\",\"imId\":\"1e531aa65b7131086042c17...   \n",
       " 39  {\"jobKind\":\"2\",\"imId\":\"e7e7ae890c39057559a7d64...   \n",
       " \n",
       "                                            job.labels job.jobKind  \\\n",
       " 0                            [产品规划, 用户研究, 市场调研, 竞品分析]           2   \n",
       " 1   [海外产品, 策略产品, 电子产品及配件, 广电行业, 贸易/进出口, 产品规划, 产品优化...           2   \n",
       " 2   [商业产品, 通讯/网络设备, 智能硬件, to G, 家具行业, 5G行业, 广告营销, ...           2   \n",
       " 3                                               [新能源]           1   \n",
       " 4   [金融产品, 供应链产品, 内容产品, 金融行业, 计算机软件, 产品设计, 用户研究, 竞...           2   \n",
       " 5   [硬件产品, 人工智能, 设计服务, 硬件系统集成, 科研/技术服务, 电子产品及配件, 智...           2   \n",
       " 6                [产品设计, 产品规划, 市场调研, 医疗行业, to B, to C]           2   \n",
       " 7                                  [海外产品, 产品规划, 市场调研]           2   \n",
       " 8   [定价/竞价产品, 工具产品, 策略产品, 贸易/进出口, 电力, 产品规划, 市场调研, ...           2   \n",
       " 9   [to B, 竞品分析, Oracle, MySQL, SQLServer, Postgre...           2   \n",
       " 10  [平台产品, OA产品, 后台产品, 智能硬件, 计算机软件, 人工智能, IT互联网, 产...           2   \n",
       " 11  [供应链产品, 金融产品, 计算机软件, 金融行业, 产品设计, 用户研究, 原型设计, 产...           1   \n",
       " 12  [工具产品, SaaS产品, 平台产品, 商业产品, SaaS系统, to B, ERP系统...           2   \n",
       " 13  [平台产品, 小程序产品, 原型设计, 需求分析, Axure, 区块链, 移动端产品, t...           2   \n",
       " 14  [IT互联网, 产品规划, 产品优化, 产品设计, 团队管理, Axure, 交互设计, 用...           2   \n",
       " 15                               [HUB, DOCKING, 桌面办公]           2   \n",
       " 16                                           [产品规划经理]           2   \n",
       " 17                                       [产品设计, 架构设计]           2   \n",
       " 18   [数据产品, 产品优化, 用户研究, 需求管理, 产品规划, 产品设计, 需求挖掘, 数据分析]           2   \n",
       " 19  [金融产品, 基金产品, 数据产品, 推荐产品, 策略产品, IT互联网, 金融行业, 基金...           2   \n",
       " 20                      [化妆品, 需求分析, 产品规划, 原型设计, 工具产品]           2   \n",
       " 21        [海外产品, 金融行业, 互联网金融, 安全产品, Axure, 墨刀, Xmind]           2   \n",
       " 22                     [产品规划, 市场调研, 竞品分析, 需求分析, 团队管理]           2   \n",
       " 23                               [云原生, 产品研发, K8S, 容器]           2   \n",
       " 24                                                 []           2   \n",
       " 25                     [产品规划, 产品设计, 海外产品, 在线教育, 内容产品]           2   \n",
       " 26        [工业物联网, 数据采集, 设备控制, to B, 市场调研, 竞品分析, 数字孪生]           2   \n",
       " 27               [数据产品, 工具产品, 数据分析, 数据建模, 产品优化, 团队管理]           2   \n",
       " 28  [供应链产品, 灯饰照明, 工艺品/收藏品, 产品规划, 需求管理, 团队管理, 产品优化,...           2   \n",
       " 29  [计算机软件, 交通/运输/物流, 物流快递, 需求说明, 产品设计, MindManage...           2   \n",
       " 30  [硬件产品, 平台产品, 人工智能, 硬件系统集成, 产品规划, 用户研究, 移动端产品, ...           2   \n",
       " 31  [数据产品, 客户端产品, 硬件产品, 硬件系统集成, 人工智能, 产品规划, 用户研究, ...           2   \n",
       " 32  [产品规划, 电商产品, 市场调研, 医疗行业, 家电行业, to B, to C, 需求分...           2   \n",
       " 33  [客户端产品, 策略产品, 电商产品, IT互联网, 产品规划, 产品优化, 团队管理, 需...           2   \n",
       " 34                                       [产品设计, 需求分析]           2   \n",
       " 35  [门禁系统, 摄像头, 物业管理系统, 产品规划, 智慧园区, 智慧安防, 平台产品, Sa...           2   \n",
       " 36  [工具产品, 数据产品, 平台产品, 电商产品, 供应链产品, 电子商务, 跨境电商, ER...           2   \n",
       " 37                     [数据产品, 工具产品, 平台产品, 数据建模, 团队管理]           1   \n",
       " 38      [摄影器材周边, 监控类, 市场调研, 需求分析, 产品规划, 0-1全流程, 产品开发]           1   \n",
       " 39                              [产品开发, 户外运动类, 产品开发经理]           2   \n",
       " \n",
       "    job.refreshTime  job.salary  job.dq job.pcOuterLink job.h5OuterLink  \\\n",
       " 0   20211201115752      20-40k      深圳                                   \n",
       " 1   20221024193455  15-25k·14薪      深圳                                   \n",
       " 2   20230515142040      10-25k  深圳-南山区                                   \n",
       " 3   20230317105902      20-35k      深圳             NaN             NaN   \n",
       " 4   20230313113342      16-25k  深圳-南山区                                   \n",
       " 5   20221124150512      10-15k  深圳-南山区                                   \n",
       " 6   20230517142134      15-30k  深圳-南山区                                   \n",
       " 7   20220927160023      15-25k  深圳-龙岗区                                   \n",
       " 8   20230524160846  20-40k·14薪  深圳-宝安区                                   \n",
       " 9   20220302104717      15-40k  深圳-龙华区                                   \n",
       " 10  20230404104213      20-40k      深圳                                   \n",
       " 11  20230508181935  15-25k·16薪      深圳             NaN             NaN   \n",
       " 12  20220413104751      25-50k  深圳-宝安区                                   \n",
       " 13  20220305233322       8-13k      深圳                                   \n",
       " 14  20220216113335      15-30k  深圳-南山区                                   \n",
       " 15  20230419092213      20-30k  深圳-宝安区                                   \n",
       " 16  20230213154127      12-18k  深圳-龙岗区                                   \n",
       " 17  20210721174743      20-50k  深圳-南山区                                   \n",
       " 18  20221110195146  15-35k·15薪      深圳                                   \n",
       " 19  20230317111434      20-30k  深圳-罗湖区                                   \n",
       " 20  20230504160238      15-25k  深圳-南山区                                   \n",
       " 21  20230315183331      11-18k  深圳-南山区                                   \n",
       " 22  20230331161948  20-30k·14薪  深圳-龙华区                                   \n",
       " 23  20230512181111  20-40k·16薪      深圳                                   \n",
       " 24  20230526100947      20-28k  深圳-福田区                                   \n",
       " 25  20230411171851      15-30k  深圳-福田区                                   \n",
       " 26  20220517155654      25-40k  深圳-南山区                                   \n",
       " 27  20230514161319  15-25k·13薪  深圳-龙岗区                                   \n",
       " 28  20220824141241  12-20k·13薪      深圳                                   \n",
       " 29  20221123111131      16-30k      深圳                                   \n",
       " 30  20221204213835      20-30k  深圳-宝安区                                   \n",
       " 31  20220209175102      15-25k  深圳-南山区                                   \n",
       " 32  20230502095539      18-25k  深圳-龙华区                                   \n",
       " 33  20210615102756      15-20k  深圳-南山区                                   \n",
       " 34  20210719193948      20-25k  深圳-南山区                                   \n",
       " 35  20230417112644      12-18k  深圳-南山区                                   \n",
       " 36  20230207110006  15-22k·13薪  深圳-龙岗区                                   \n",
       " 37  20230514120523      20-35k  深圳-龙华区             NaN             NaN   \n",
       " 38  20230506095355      20-35k  深圳-龙岗区             NaN             NaN   \n",
       " 39  20220215091042      15-25k      深圳                                   \n",
       " \n",
       "                 job.title  ... recruiter.recruiterTitle  \\\n",
       " 0                  产品技术经理  ...                     HRBP   \n",
       " 1             印尼及南非TV产品经理  ...                     招聘经理   \n",
       " 2                  产品行销经理  ...                   Hrbp经理   \n",
       " 3                  储能产品经理  ...                     猎头顾问   \n",
       " 4            IT产品经理-SME产品  ...                     招聘HR   \n",
       " 5                    产品经理  ...                       HR   \n",
       " 6                    产品经理  ...                        人   \n",
       " 7                    产品经理  ...                       HR   \n",
       " 8                    产品经理  ...                     招聘专员   \n",
       " 9                 数据库产品经理  ...                       其他   \n",
       " 10     高级软件产品经理（智能家居自研品牌）  ...                   高级招聘专员   \n",
       " 11                 IT产品经理  ...                     猎头顾问   \n",
       " 12    元璟资本被投-商越B+轮-高级产品经理  ...                            \n",
       " 13                互联网产品经理  ...                       经理   \n",
       " 14                   产品经理  ...                       HR   \n",
       " 15               3C高级产品经理  ...                     绩效主管   \n",
       " 16                 产品规划经理  ...                       总助   \n",
       " 17                   产品总监  ...                       运营   \n",
       " 18                 C端产品经理  ...                     招聘专员   \n",
       " 19            BK42RM-产品经理  ...                       hr   \n",
       " 20                   产品经理  ...                       总助   \n",
       " 21                   产品经理  ...        RSM（资源供给经理）/招聘负责人   \n",
       " 22  产品经理（3C/工具/家居）(P6262)  ...                     资深招聘   \n",
       " 23                云原生产品经理  ...                            \n",
       " 24                 IC投资顾问  ...                    中后台招聘   \n",
       " 25               在线课程产品经理  ...                       hr   \n",
       " 26                   产品经理  ...                    部门负责人   \n",
       " 27        数据产品经理（电商erp产品）  ...                     招聘经理   \n",
       " 28                   产品经理  ...                     招聘经理   \n",
       " 29                   产品经理  ...                  行政管理部主管   \n",
       " 30              机器人软件产品经理  ...                   人事行政经理   \n",
       " 31                   产品经理  ...                       HR   \n",
       " 32                 电商产品经理  ...                     人事主管   \n",
       " 33                 高级产品经理  ...                            \n",
       " 34             软件产品经理（2B）  ...                            \n",
       " 35                   产品经理  ...                            \n",
       " 36               产品经理（IT）  ...                   集团培训经理   \n",
       " 37                 数据产品经理  ...                     猎头顾问   \n",
       " 38                   产品经理  ...                     猎头顾问   \n",
       " 39                 产品开发经理  ...                       招聘   \n",
       " \n",
       "                recruiter.recruiterId          recruiter.recruiterPhoto  \\\n",
       " 0   1d643b70b012da03affcc2a7146022f9   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 1   4898c453f67450440d4d8cf16bd118f5   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 2   d7fa093684f5c8290ce4ab7b5c7abdfa   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 3   178a677b11cc6ce1eae32ffcbfb59c44   5f8fa3a78dbe6273dcf85e2608u.png   \n",
       " 4   ae5bcdb502ba2cd4c58c194093e4db1f   62ce3a5490c07d24d2c7142f04u.jpg   \n",
       " 5   c90066c0ca1f54e6acfd27113826a90d   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 6   1a13dd8a7ba34d730560520625ad1cf3   6462f105328cbf5b0537c99e08u.png   \n",
       " 7   e41c10a0b74953ba908938fa84b1340a   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 8   d46bec211ad4968242f498e394592ed6   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 9   cc8685511a91b755e814878bb8d08426   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 10  eb7de23fb859526229cf8bc9ad5fdf4c   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 11  b19a5b51905bd62d249a26d4cc0338ff   6405207147903463b532b66301u.png   \n",
       " 12  8411609d196222dba81e78579c2d08f9   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 13  78955ff9bd7e316cfd97d6e1f438bf30   60c86df17b75ba43949fe8c104u.png   \n",
       " 14  fc1bfeed7ae829b1690bea419c67c3fb   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 15  7741e8929450445374367829b8fc77e5   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 16  caa8765aafbb419cf02e5a6fef13912e   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 17  405fd2610f553843bcb55d7da7413461   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 18  64b9a6ff309359fa8e2083c30c34745a   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 19  ed68e69101218089deac8baddee83d51   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 20  762ed2df42417e6ff8bde7035d6e9b97   5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 21  3f52d4f55d0be34c83aceea20c01b2e2   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 22  525140fb8bc41aa67b2580ce95189cae   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 23  2d6acfefd3507ea160383a7c1aa66c90   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 24  dd7ca02a68f6ea3eb13a798269ef41a1   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 25  ce56fef0caa0fe14798add5cb35b76e5   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 26  a39266d76f471426f51f615975abf614   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 27  55a79e26edcfa2c09966d406d1cec84f   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 28  080859f011f60adf8a1c782e819bde8c   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 29  4fa027527bcaf47ff5ff6e8f18b12e4a   637edfecfcb8b9729de8916107u.png   \n",
       " 30  7527c599468c5faf6b93fb14ea6341b2   61ece13f1519e555c70a41ad08u.png   \n",
       " 31  0b7efcb9af0154e055b6c1b9774cc4ec   6209c38f49ab2652c07cab1c02u.png   \n",
       " 32  0e8f4e57355c60c33c167ac4426502c7   6350ebdc05047f25dd48d58a02u.png   \n",
       " 33  85bcd491173d2f10da510fa2d7a3e042   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 34  c86e75c6ab1942a2f7ea5a044bf93a01   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 35  bf355194b428da586e646854d25ab6ac   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 36  aa5306043bf33ba164c0400f9fa37a3a   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 37  97da7c20fe1f0cafba766a6a5da0c315  5dd604f3d38a3d7423dd7c8408u.jpeg   \n",
       " 38  ef972ef52455cb001f5cf933a27c8d97   6229527ff34f801089ff94d202u.png   \n",
       " 39  344e7eefbacca0325401b1b0a79b1848   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " \n",
       "     comp.compScale comp.compId      comp.compName  \\\n",
       " 0         500-999人   9496603.0       深兰科技(上海)有限公司   \n",
       " 1         10000人以上   1550812.0           创维-RGB电子   \n",
       " 2         500-999人   8548268.0               友华通信   \n",
       " 3           50-99人         NaN          某深圳IT服务公司   \n",
       " 4       1000-2000人   8894304.0                联易融   \n",
       " 5           50-99人   7948118.0    心喜阅信息咨询(深圳)有限公司   \n",
       " 6            1-49人  13254403.0      深圳市昭德健康科技有限公司   \n",
       " 7         100-499人  12530383.0           STARPONY   \n",
       " 8         100-499人   9560469.0        深圳英飞源技术有限公司   \n",
       " 9         100-499人  10046897.0          深圳计算科学研究院   \n",
       " 10        100-499人  12280013.0               卧安科技   \n",
       " 11      1000-2000人         NaN    某深圳基金/证券/期货上市公司   \n",
       " 12          50-99人  10212753.0               元璟资本   \n",
       " 13           1-49人  12563789.0    深圳市心雨在线科技开发有限公司   \n",
       " 14        100-499人  12714965.0     玉京(深圳)医学科技有限公司   \n",
       " 15     5000-10000人   8266110.0      东莞市奥海科技股份有限公司   \n",
       " 16           1-49人  13385393.0   中科新工(深圳)数字技术有限公司   \n",
       " 17           1-49人  12762179.0        深圳市帝曦科技有限公司   \n",
       " 18      1000-2000人   5767716.0               万兴科技   \n",
       " 19      2000-5000人   7954197.0         平安银行股份有限公司   \n",
       " 20           1-49人  13165437.0        深圳美人妆科技有限公司   \n",
       " 21        10000人以上   7956170.0              佰钧成技术   \n",
       " 22      1000-2000人   9097273.0               致欧科技   \n",
       " 23        100-499人   7184009.0             SmartX   \n",
       " 24      2000-5000人   2186392.0       新湖财富投资管理有限公司   \n",
       " 25        100-499人  12950225.0  福建学翼教育咨询有限公司深圳分公司   \n",
       " 26        100-499人   7930298.0               杰为软件   \n",
       " 27        500-999人   9634280.0                店小秘   \n",
       " 28        100-499人   8312880.0               集贤科技   \n",
       " 29          50-99人   8121160.0      深圳市平方科技股份有限公司   \n",
       " 30        100-499人  10046789.0               墨影科技   \n",
       " 31        100-499人   9688212.0       开易(深圳)科技有限公司   \n",
       " 32          50-99人  13315919.0      深圳市小魔环保科技有限公司   \n",
       " 33        100-499人   8826548.0      深圳市前海亿车科技有限公司   \n",
       " 34        500-999人   8335115.0               绿米联创   \n",
       " 35      1000-2000人   9422713.0               兴海物联   \n",
       " 36        100-499人  10207945.0             信诚网络技术   \n",
       " 37        100-499人         NaN         某国内贸易进出口公司   \n",
       " 38        100-499人         NaN            某大型科技公司   \n",
       " 39        100-499人   9247777.0       深圳市日月泽科技有限公司   \n",
       " \n",
       "                       comp.compLogo                                 comp.link  \\\n",
       " 0   5b232d558e50f134ce6e221804a.jpg   https://www.liepin.com/company/9496603/   \n",
       " 1   5bfe96db74719df0ac991c0e03a.png   https://www.liepin.com/company/1550812/   \n",
       " 2   5bfe976574719df0ac99382c03a.png   https://www.liepin.com/company/8548268/   \n",
       " 3   60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 4   60efae08f6987e52204e3f2306u.png   https://www.liepin.com/company/8894304/   \n",
       " 5   5f83d35a79c7cc70efb92aae08u.png   https://www.liepin.com/company/7948118/   \n",
       " 6   61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/13254403/   \n",
       " 7   60c327617cc07936e59fa12405u.png  https://www.liepin.com/company/12530383/   \n",
       " 8   5bfe990c74719df0ac998e9d03a.png   https://www.liepin.com/company/9560469/   \n",
       " 9   5e9fe8f0f2540204572ed02608u.png  https://www.liepin.com/company/10046897/   \n",
       " 10  6007abd4cfe0506c19226c8208u.png  https://www.liepin.com/company/12280013/   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 12  5ee38a0315b5366045da1a8008u.jpg  https://www.liepin.com/company/10212753/   \n",
       " 13  61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/12563789/   \n",
       " 14  61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/12714965/   \n",
       " 15  60f61b7ffe109f03b3c5c8cf08u.png   https://www.liepin.com/company/8266110/   \n",
       " 16  61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/13385393/   \n",
       " 17  61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/12762179/   \n",
       " 18  5c6f73c3261c45f0478aa89308u.png   https://www.liepin.com/company/5767716/   \n",
       " 19  5bfea4bc74719d2aa34cc7a703a.png   https://www.liepin.com/company/7954197/   \n",
       " 20  61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/13165437/   \n",
       " 21  5bfe94be74719dc6ed73fb5a03a.png   https://www.liepin.com/company/7956170/   \n",
       " 22  625fdd1ba0079c21ee093f5003u.png   https://www.liepin.com/company/9097273/   \n",
       " 23  60a3331e64aabe5ae90f94fb05u.png   https://www.liepin.com/company/7184009/   \n",
       " 24  5bfea33874719d2aa34c7ee103a.png   https://www.liepin.com/company/2186392/   \n",
       " 25  61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/12950225/   \n",
       " 26  5bfe92ca74719d9f609a7d7003a.png   https://www.liepin.com/company/7930298/   \n",
       " 27  630db2c66750545a233c372902u.png   https://www.liepin.com/company/9634280/   \n",
       " 28  6030ab586d0c502588628c2602u.png   https://www.liepin.com/company/8312880/   \n",
       " 29  61b07937d0458d53c627567e02u.jpg   https://www.liepin.com/company/8121160/   \n",
       " 30  5f44c74e9d37de58795d67f506u.png  https://www.liepin.com/company/10046789/   \n",
       " 31  5d09aeae9fae687d4394642406u.png   https://www.liepin.com/company/9688212/   \n",
       " 32  63d4930cdfd38c1bdc146d7601u.png  https://www.liepin.com/company/13315919/   \n",
       " 33  5bfe94a974719dc6ed73f70503a.png   https://www.liepin.com/company/8826548/   \n",
       " 34  5ec7b15215b5366045c39c9c06u.png   https://www.liepin.com/company/8335115/   \n",
       " 35  5c78f9bd261c45f04797feae05u.png   https://www.liepin.com/company/9422713/   \n",
       " 36  5d8ddc2136bdfe73648dbbc704u.jpg  https://www.liepin.com/company/10207945/   \n",
       " 37  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 38  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 39  603374b4701c060c94ace5dd08u.png   https://www.liepin.com/company/9247777/   \n",
       " \n",
       "    comp.compIndustry comp.compStage  \n",
       " 0              计算机硬件            NaN  \n",
       " 1        电子/半导体/集成电路            NaN  \n",
       " 2               通信设备            NaN  \n",
       " 3             科技推广服务            NaN  \n",
       " 4           基金/证券/期货           港股上市  \n",
       " 5             新闻和出版业            NaN  \n",
       " 6               医疗机构            NaN  \n",
       " 7            文娱用品/器材          融资未公开  \n",
       " 8                新能源          融资未公开  \n",
       " 9              计算机软件            NaN  \n",
       " 10               物联网             B轮  \n",
       " 11          基金/证券/期货            已上市  \n",
       " 12          基金/证券/期货            NaN  \n",
       " 13             计算机软件          融资未公开  \n",
       " 14               互联网            NaN  \n",
       " 15       电子/半导体/集成电路         沪深A股上市  \n",
       " 16              IT服务            NaN  \n",
       " 17             计算机软件            NaN  \n",
       " 18             计算机软件          创业板上市  \n",
       " 19                银行         沪深A股上市  \n",
       " 20               互联网            NaN  \n",
       " 21             计算机软件          融资未公开  \n",
       " 22              电子商务             C轮  \n",
       " 23             计算机软件             C轮  \n",
       " 24          基金/证券/期货            NaN  \n",
       " 25            专业技术服务            NaN  \n",
       " 26             计算机软件             其他  \n",
       " 27              IT服务             D轮  \n",
       " 28       电子/半导体/集成电路            NaN  \n",
       " 29             机械/设备          新三板上市  \n",
       " 30              人工智能             A轮  \n",
       " 31              人工智能             B轮  \n",
       " 32              电子商务            NaN  \n",
       " 33               互联网             A轮  \n",
       " 34               互联网             C轮  \n",
       " 35              人工智能             其他  \n",
       " 36              电子商务          融资未公开  \n",
       " 37            贸易/进出口          融资未公开  \n",
       " 38            互联网/电商          融资未公开  \n",
       " 39               互联网             其他  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"recruiterName\":\"袁先生\",\"jobKind\":\"2\",\"imId\":\"f...   \n",
       " 1   {\"recruiterName\":\"毛女士\",\"jobKind\":\"2\",\"imId\":\"8...   \n",
       " 2   {\"recruiterName\":\"黎先生\",\"jobKind\":\"2\",\"imId\":\"a...   \n",
       " 3   {\"recruiterName\":\"张女士\",\"jobKind\":\"2\",\"imId\":\"2...   \n",
       " 4   {\"recruiterName\":\"金女士\",\"jobKind\":\"2\",\"imId\":\"7...   \n",
       " 5   {\"recruiterName\":\"王女士\",\"jobKind\":\"2\",\"imId\":\"1...   \n",
       " 6   {\"recruiterName\":\"林女士\",\"jobKind\":\"2\",\"imId\":\"e...   \n",
       " 7   {\"recruiterName\":\"刘先生\",\"jobKind\":\"2\",\"imId\":\"d...   \n",
       " 8   {\"recruiterName\":\"陈女士\",\"jobKind\":\"2\",\"imId\":\"e...   \n",
       " 9   {\"recruiterName\":\"雷先生\",\"jobKind\":\"2\",\"imId\":\"3...   \n",
       " 10  {\"recruiterName\":\"王先生\",\"jobKind\":\"2\",\"imId\":\"d...   \n",
       " 11  {\"recruiterName\":\"汤先生\",\"jobKind\":\"1\",\"imId\":\"3...   \n",
       " 12  {\"recruiterName\":\"吴女士\",\"jobKind\":\"2\",\"imId\":\"d...   \n",
       " 13  {\"recruiterName\":\"史女士\",\"jobKind\":\"2\",\"imId\":\"d...   \n",
       " 14  {\"recruiterName\":\"孙女士\",\"jobKind\":\"2\",\"imId\":\"6...   \n",
       " 15  {\"recruiterName\":\"张女士\",\"jobKind\":\"2\",\"imId\":\"c...   \n",
       " 16  {\"recruiterName\":\"王女士\",\"jobKind\":\"2\",\"imId\":\"1...   \n",
       " 17  {\"recruiterName\":\"刘女士\",\"jobKind\":\"2\",\"imId\":\"a...   \n",
       " 18  {\"recruiterName\":\"刘女士\",\"jobKind\":\"2\",\"imId\":\"f...   \n",
       " 19  {\"recruiterName\":\"黄女士\",\"jobKind\":\"2\",\"imId\":\"2...   \n",
       " 20  {\"recruiterName\":\"罗女士\",\"jobKind\":\"2\",\"imId\":\"d...   \n",
       " 21  {\"recruiterName\":\"林先生\",\"jobKind\":\"2\",\"imId\":\"9...   \n",
       " 22  {\"recruiterName\":\"瞿女士\",\"jobKind\":\"1\",\"imId\":\"6...   \n",
       " 23  {\"recruiterName\":\"彭女士\",\"jobKind\":\"2\",\"imId\":\"6...   \n",
       " 24  {\"recruiterName\":\"蒋先生\",\"jobKind\":\"2\",\"imId\":\"1...   \n",
       " 25  {\"recruiterName\":\"王女士\",\"jobKind\":\"2\",\"imId\":\"6...   \n",
       " 26  {\"recruiterName\":\"李女士\",\"jobKind\":\"2\",\"imId\":\"e...   \n",
       " 27  {\"recruiterName\":\"童女士\",\"jobKind\":\"1\",\"imId\":\"f...   \n",
       " 28  {\"recruiterName\":\"高女士\",\"jobKind\":\"2\",\"imId\":\"5...   \n",
       " 29  {\"recruiterName\":\"张女士\",\"jobKind\":\"2\",\"imId\":\"3...   \n",
       " 30  {\"recruiterName\":\"张先生\",\"jobKind\":\"2\",\"imId\":\"e...   \n",
       " 31  {\"recruiterName\":\"祝女士\",\"jobKind\":\"2\",\"imId\":\"f...   \n",
       " 32  {\"recruiterName\":\"曾女士\",\"jobKind\":\"2\",\"imId\":\"2...   \n",
       " 33  {\"recruiterName\":\"张先生\",\"jobKind\":\"2\",\"imId\":\"9...   \n",
       " 34  {\"recruiterName\":\"谭女士\",\"jobKind\":\"2\",\"imId\":\"f...   \n",
       " 35  {\"recruiterName\":\"姚女士\",\"jobKind\":\"2\",\"imId\":\"1...   \n",
       " 36  {\"recruiterName\":\"谢女士\",\"jobKind\":\"2\",\"imId\":\"2...   \n",
       " 37  {\"recruiterName\":\"欧女士\",\"jobKind\":\"2\",\"imId\":\"6...   \n",
       " 38  {\"recruiterName\":\"张女士\",\"jobKind\":\"2\",\"imId\":\"4...   \n",
       " 39  {\"recruiterName\":\"刘女士\",\"jobKind\":\"2\",\"imId\":\"6...   \n",
       " \n",
       "                                              dataInfo recruiter.recruiterName  \\\n",
       " 0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     袁先生   \n",
       " 1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     毛女士   \n",
       " 2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     黎先生   \n",
       " 3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     张女士   \n",
       " 4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     金女士   \n",
       " 5   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     王女士   \n",
       " 6   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     林女士   \n",
       " 7   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     刘先生   \n",
       " 8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     陈女士   \n",
       " 9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     雷先生   \n",
       " 10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     王先生   \n",
       " 11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     汤先生   \n",
       " 12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     吴女士   \n",
       " 13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     史女士   \n",
       " 14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     孙女士   \n",
       " 15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     张女士   \n",
       " 16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     王女士   \n",
       " 17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     刘女士   \n",
       " 18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     刘女士   \n",
       " 19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     黄女士   \n",
       " 20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     罗女士   \n",
       " 21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     林先生   \n",
       " 22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     瞿女士   \n",
       " 23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     彭女士   \n",
       " 24  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     蒋先生   \n",
       " 25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     王女士   \n",
       " 26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     李女士   \n",
       " 27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     童女士   \n",
       " 28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     高女士   \n",
       " 29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     张女士   \n",
       " 30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     张先生   \n",
       " 31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     祝女士   \n",
       " 32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     曾女士   \n",
       " 33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     张先生   \n",
       " 34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     谭女士   \n",
       " 35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     姚女士   \n",
       " 36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     谢女士   \n",
       " 37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     欧女士   \n",
       " 38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     张女士   \n",
       " 39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...                     刘女士   \n",
       " \n",
       "                 recruiter.recruiterTitle                    recruiter.imId  \\\n",
       " 0                                人力资源部专员  fe7a28481c090898e4cd5c055e1e05ce   \n",
       " 1   Head of HR and office administration  8ee7091f130453fb4a442a36df2c3658   \n",
       " 2                                         a791b79188c7ba2010eee5f74aeb3ab8   \n",
       " 3                                   人事专员  201e4a55f29f3b5af7021d47b9950d0b   \n",
       " 4                                   招聘专员  7eb139397d173b320fc036be1d441ef3   \n",
       " 5                                   人事经理  1e0fa48ec10c51c60fc036be1d441ef3   \n",
       " 6                                     HR  e4b815fa65f251be04612e645251413c   \n",
       " 7                        首席执行官CEO/总裁/总经理  dfeaafaa827bc9d3e72b2bd2fb5ab3f4   \n",
       " 8                               招聘配置部负责人  e20fae578f14e2cb99eeb040770b0b48   \n",
       " 9                                   人力资源  3ba064d604eefaf44036597854bcf58c   \n",
       " 10                                  招聘经理  d06e09ddc4506060c051c4e7ef49e137   \n",
       " 11                                  猎头顾问  35c93856bd652464ad8732728d6065d6   \n",
       " 12                                        d97d850811ee4c2b2982e990dc084411   \n",
       " 13                                  招聘主管  d2dda58b83c0141c29888d5bd738486d   \n",
       " 14                          人力资源伙伴(HRBP)  6a50a0eb46dd4234ff4e48df869b18a0   \n",
       " 15                                        ca08bf98df4eee8ae68ea511f8a9efc5   \n",
       " 16                                  人事经理  1e0fa48ec10c51c60fc036be1d441ef3   \n",
       " 17                                    HR  a2b95a59c17a3b378fa263ed17de85b1   \n",
       " 18                                  运营总监  f70a26da5a016f9868d7af4a41816ea1   \n",
       " 19                                        2d38ad1525854f17e030375514342674   \n",
       " 20                                        d1bca7fbca776387be3900059d28d9fd   \n",
       " 21                                产品技术总监  9318630fbf3ab7d038336404cc661e56   \n",
       " 22                                  猎头顾问  6bd6e44ac611de292b1d8d3fa16dcfe7   \n",
       " 23                                人事行政总监  68ad0dffd2f0c498a9f0273dd33fa30b   \n",
       " 24                                  人事总监  1d465703972f5469db286ab5a8a082c5   \n",
       " 25                                    人事  63152e83c43337a28b0ca3877d009dea   \n",
       " 26                                高级产品经理  e8b0b30f3ebd52a9f80591783884e884   \n",
       " 27                                  猎头顾问  f368cac0ccd87d1981f8dffd8c5b008c   \n",
       " 28                                  招聘专员  5662616ce780b08080764db4dc5d059d   \n",
       " 29                                  招聘总监  3a8b546be0c46e113eae059a38e31609   \n",
       " 30                                人力资源经理  e0ef5be1a48691cfd074c6a193f07d79   \n",
       " 31                            HRBP（私域业务）  f709b07061db816e4905a3841e4dc3ea   \n",
       " 32                                   HRD  2f3c8e3d415e4ef7081b9ee238764d00   \n",
       " 33                                  产品总监  94f80d97aa1315889f90a7bcfdb96d0e   \n",
       " 34                                        ff5dd6061e68ce8f4a7a04e7d95591ea   \n",
       " 35                                人力资源经理  1518d369c835f9ec9941166e65ebdb6f   \n",
       " 36                                  招聘经理  2f17a94301725ed18f299ad27b92e7c8   \n",
       " 37                                人力资源经理  68a5e0c32cf5f71ed074c6a193f07d79   \n",
       " 38                                 中后台招聘  439bc42d180133858fa263ed17de85b1   \n",
       " 39                                  招聘经理  6475a7e686865e2998d2351c2920e108   \n",
       " \n",
       "    recruiter.imUserType  recruiter.chatted          recruiter.recruiterPhoto  \\\n",
       " 0                     2              False   5f8f986aea60860b75384fab08u.jpg   \n",
       " 1                     2              False   62825759686f28704131e9f302u.png   \n",
       " 2                     2              False   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 3                     2              False  6364d0045fd2f55ef5a32fc402u.jpeg   \n",
       " 4                     2              False   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 5                     2              False   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 6                     2              False   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 7                     2              False   636925985cf2ab3776a51a1b03u.png   \n",
       " 8                     2              False   6197026294b31d083038fd6a08u.jpg   \n",
       " 9                     2              False   592e64147032ceb6163555e604a.jpg   \n",
       " 10                    2              False   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 11                    2              False  63f412a1a8c8aa294efe36f104u.jpeg   \n",
       " 12                    2              False   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 13                    2              False   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 14                    2              False   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 15                    2              False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 16                    2              False   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 17                    2              False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 18                    2              False   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 19                    2              False   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 20                    2              False   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 21                    2              False   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 22                    2              False   5f8fa3baf6d1ab58476f324908u.png   \n",
       " 23                    2              False   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 24                    2              False   5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 25                    2              False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 26                    2              False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 27                    2              False  6317efba857bcf241aa9caa405u.jpeg   \n",
       " 28                    2              False   640fd91cb792580455b2e7fd06u.png   \n",
       " 29                    2              False   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 30                    2              False   615064ddd421773593f945f604u.png   \n",
       " 31                    2              False   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 32                    2              False   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 33                    2              False   5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 34                    2              False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 35                    2              False   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 36                    2              False   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 37                    2              False   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 38                    2              False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 39                    2              False   61b214ded7c80763850968c107u.png   \n",
       " \n",
       "                recruiter.recruiterId comp.compIndustry  ...  \\\n",
       " 0   b8291416105abdcc970b3bb6378fd504              医疗器械  ...   \n",
       " 1   d76e88173e3ee80ec3e8880072ceb759           云计算/大数据  ...   \n",
       " 2   21ced17f489f2bb6077f2e210dd289dc              电子商务  ...   \n",
       " 3   bbbfb57ffeaedf672ffe8b2cb9583f66              电子商务  ...   \n",
       " 4   47db6b507506babc4bbc30880744c061              医疗器械  ...   \n",
       " 5   f9b8c3b750d3b88a1827cdbae421a67d               互联网  ...   \n",
       " 6   2b8d5f2da8a298e7bdd2cabc8d5699c3              医疗器械  ...   \n",
       " 7   a6614cdbdbf0058d71fddb7d4340ea63             计算机软件  ...   \n",
       " 8   2bb6305c21dc1a94932ff92e4c0fb9c0              电子商务  ...   \n",
       " 9   9c9fb1fb16fe15b93ad6402cccd0b380            知识产权服务  ...   \n",
       " 10  b74eb8576ef6c09b2a09dd2d02f591c0              医疗机构  ...   \n",
       " 11  30003c5630fe4986e0ad6692751ca19c            科技推广服务  ...   \n",
       " 12  e858ba67b1bae8af7b37c6201a67db34                家电  ...   \n",
       " 13  fea32ba78fe7fc54ac603891760b57f6              电子商务  ...   \n",
       " 14  8ed24c75b8fabd885b7c2a24e90c9975                制药  ...   \n",
       " 15  aedfd8497dca2753c94e547e231bc6d0              通信设备  ...   \n",
       " 16  f9b8c3b750d3b88a1827cdbae421a67d               互联网  ...   \n",
       " 17  ed568366d4f2738f55130a4f0e5826c8             计算机软件  ...   \n",
       " 18  9cc40d6dd4941dddfc408b9c135f3248               互联网  ...   \n",
       " 19  31135b11409630238e6b32e42c9174fa              电子商务  ...   \n",
       " 20  96397f9aa0d84938d8abe88a8cafd6ef                制药  ...   \n",
       " 21  202feb343a465c5b57e7a1de747249a0              人工智能  ...   \n",
       " 22  fed57a49aa56a79b640ed32696b8c6d2                制药  ...   \n",
       " 23  b4fff606fc963d28638e6243738d30f5           云计算/大数据  ...   \n",
       " 24  33c106400053c98d3b6aa6c278c528e7              其他行业  ...   \n",
       " 25  01ec057ed74430588c53ac69ae86115b               互联网  ...   \n",
       " 26  0624abcbe377ae8c0b9c54bafab50090              医疗器械  ...   \n",
       " 27  57fbe6320af1ca0574c4611f89f58e35              IT服务  ...   \n",
       " 28  c1ded91b794fb1167091e54a0b67201d             机械/设备  ...   \n",
       " 29  27fbd188f3b21281e681f18453cf6996          基金/证券/期货  ...   \n",
       " 30  1b920829b6371c86e036fd681644ea89             计算机软件  ...   \n",
       " 31  57e221251536e5c5989993150f79ecb2               互联网  ...   \n",
       " 32  9b78892a38f56f79e4ea83ddd0f073ea             计算机软件  ...   \n",
       " 33  43f2585b337e8330e4c6c4acaa95550b             计算机硬件  ...   \n",
       " 34  841a165328acb5f3c6fb1de8c5acae74               互联网  ...   \n",
       " 35  4b84560867412e9254a57ca823b857d2               互联网  ...   \n",
       " 36  7f5c563480fb56e77f29ba49492adc31              科技金融  ...   \n",
       " 37  aebc2909bf013c3451ec43a84d2c62e3           网络/信息安全  ...   \n",
       " 38  dd7ca02a68f6ea3eb13a798269ef41a1          基金/证券/期货  ...   \n",
       " 39  31c451bc68ad30f52741703077069ee2          基金/证券/期货  ...   \n",
       " \n",
       "                  job.title job.refreshTime job.topJob job.jobId  \\\n",
       " 0                     产品经理  20230531100154      False  49019557   \n",
       " 1              产品总监(J6800)  20230509142342      False  53320411   \n",
       " 2                   高级产品经理  20201105093128      False  30787435   \n",
       " 3          跨境电商产品开发经理（宠物类）  20230207160400      False  55888839   \n",
       " 4                     产品经理  20230223100641      False  56395343   \n",
       " 5                 跨境电商产品经理  20220422151802      False  49145093   \n",
       " 6   医疗器械APP产品经理（职位代码ZZ013）  20230213163529      False  55936019   \n",
       " 7                     产品经理  20221204220411      False  54861977   \n",
       " 8                   电商产品经理  20230206155207      False  41820873   \n",
       " 9                     产品经理  20230524180829      False  52000521   \n",
       " 10                  产品策划经理  20230520135535      False  36474877   \n",
       " 11                    产品经理  20230602095256      False  45009799   \n",
       " 12                  电商产品经理  20211013181034      False  43931815   \n",
       " 13    亚马逊产品开发经理 （电动工具/电子类）  20230602114714      False  56969713   \n",
       " 14                    产品经理  20230423092130      False  53686903   \n",
       " 15                跨境电商产品经理  20230414111645      False  57808157   \n",
       " 16                    产品经理  20220422151422      False  49144845   \n",
       " 17                  数据产品经理  20220330153308      False  45725053   \n",
       " 18                  高级产品经理  20230420141735      False  57274267   \n",
       " 19            高级产品经理（营销工具）  20230531190430      False  57581949   \n",
       " 20                医药产品推广经理  20230524165416      False  58817895   \n",
       " 21              FAE技术支持工程师  20230310134529      False  56863825   \n",
       " 22                    产品经理  20230410084846      False  44830091   \n",
       " 23            产品经理(J10361)  20230222182147      False  56385633   \n",
       " 24                    产品经理  20230206112703      False  55105727   \n",
       " 25                  高级产品经理  20230529103323      False  56449433   \n",
       " 26                    产品经理  20211220175307      False  45825697   \n",
       " 27                    产品经理  20230414104925      False  44978161   \n",
       " 28                  高级产品经理  20230330141432      False  57424487   \n",
       " 29                  高级培训经理  20230529174012      False  51057691   \n",
       " 30                    产品经理  20210926172635      False  43571171   \n",
       " 31          测试工程师(Base 深圳）  20230519125323      False  58687747   \n",
       " 32                    产品经理  20220303110906      False  47672793   \n",
       " 33               无线路由器产品经理  20210809222901      False  41934511   \n",
       " 34           高级/产品经理（安全方向）  20230210181557      False  56013907   \n",
       " 35                    产品经理  20211105102651      False  44486369   \n",
       " 36                  数据产品主管  20230321231930      False  57172099   \n",
       " 37                    产品经理  20230203114315      False  55780319   \n",
       " 38              IC/IC Head  20230526100947      False  57042085   \n",
       " 39    大湾区投资顾问总监（IC Leader）  20230601091825      False  50793055   \n",
       " \n",
       "     job.advViewFlag job.pcOuterLink job.h5OuterLink  \\\n",
       " 0             False                                   \n",
       " 1             False                                   \n",
       " 2             False                                   \n",
       " 3             False                                   \n",
       " 4             False                                   \n",
       " 5             False                                   \n",
       " 6             False                                   \n",
       " 7             False                                   \n",
       " 8             False                                   \n",
       " 9             False                                   \n",
       " 10            False                                   \n",
       " 11            False             NaN             NaN   \n",
       " 12            False                                   \n",
       " 13            False                                   \n",
       " 14            False                                   \n",
       " 15            False                                   \n",
       " 16            False                                   \n",
       " 17            False                                   \n",
       " 18            False                                   \n",
       " 19            False                                   \n",
       " 20            False                                   \n",
       " 21            False                                   \n",
       " 22            False             NaN             NaN   \n",
       " 23            False                                   \n",
       " 24            False                                   \n",
       " 25            False                                   \n",
       " 26            False                                   \n",
       " 27            False             NaN             NaN   \n",
       " 28            False                                   \n",
       " 29            False                                   \n",
       " 30            False                                   \n",
       " 31            False                                   \n",
       " 32            False                                   \n",
       " 33            False                                   \n",
       " 34            False                                   \n",
       " 35            False                                   \n",
       " 36            False                                   \n",
       " 37            False                                   \n",
       " 38            False                                   \n",
       " 39            False                                   \n",
       " \n",
       "                                        job.link  \\\n",
       " 0   https://www.liepin.com/job/1949019557.shtml   \n",
       " 1   https://www.liepin.com/job/1953320411.shtml   \n",
       " 2   https://www.liepin.com/job/1930787435.shtml   \n",
       " 3   https://www.liepin.com/job/1955888839.shtml   \n",
       " 4   https://www.liepin.com/job/1956395343.shtml   \n",
       " 5   https://www.liepin.com/job/1949145093.shtml   \n",
       " 6   https://www.liepin.com/job/1955936019.shtml   \n",
       " 7   https://www.liepin.com/job/1954861977.shtml   \n",
       " 8   https://www.liepin.com/job/1941820873.shtml   \n",
       " 9   https://www.liepin.com/job/1952000521.shtml   \n",
       " 10  https://www.liepin.com/job/1936474877.shtml   \n",
       " 11      https://www.liepin.com/a/45009799.shtml   \n",
       " 12  https://www.liepin.com/job/1943931815.shtml   \n",
       " 13  https://www.liepin.com/job/1956969713.shtml   \n",
       " 14  https://www.liepin.com/job/1953686903.shtml   \n",
       " 15  https://www.liepin.com/job/1957808157.shtml   \n",
       " 16  https://www.liepin.com/job/1949144845.shtml   \n",
       " 17  https://www.liepin.com/job/1945725053.shtml   \n",
       " 18  https://www.liepin.com/job/1957274267.shtml   \n",
       " 19  https://www.liepin.com/job/1957581949.shtml   \n",
       " 20  https://www.liepin.com/job/1958817895.shtml   \n",
       " 21  https://www.liepin.com/job/1956863825.shtml   \n",
       " 22      https://www.liepin.com/a/44830091.shtml   \n",
       " 23  https://www.liepin.com/job/1956385633.shtml   \n",
       " 24  https://www.liepin.com/job/1955105727.shtml   \n",
       " 25  https://www.liepin.com/job/1956449433.shtml   \n",
       " 26  https://www.liepin.com/job/1945825697.shtml   \n",
       " 27      https://www.liepin.com/a/44978161.shtml   \n",
       " 28  https://www.liepin.com/job/1957424487.shtml   \n",
       " 29  https://www.liepin.com/job/1951057691.shtml   \n",
       " 30  https://www.liepin.com/job/1943571171.shtml   \n",
       " 31  https://www.liepin.com/job/1958687747.shtml   \n",
       " 32  https://www.liepin.com/job/1947672793.shtml   \n",
       " 33  https://www.liepin.com/job/1941934511.shtml   \n",
       " 34  https://www.liepin.com/job/1956013907.shtml   \n",
       " 35  https://www.liepin.com/job/1944486369.shtml   \n",
       " 36  https://www.liepin.com/job/1957172099.shtml   \n",
       " 37  https://www.liepin.com/job/1955780319.shtml   \n",
       " 38  https://www.liepin.com/job/1957042085.shtml   \n",
       " 39  https://www.liepin.com/job/1950793055.shtml   \n",
       " \n",
       "                                        job.dataPromId job.requireEduLevel  \n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...                  本科  \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...                  本科  \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...                  本科  \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...                  本科  \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...                  本科  \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...                  本科  \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...                  本科  \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...                  本科  \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...                  本科  \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...                统招本科  \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...                  本科  \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...               本科及以上  \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...                  本科  \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...                  本科  \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...                  本科  \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...                统招本科  \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...                  本科  \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...                  本科  \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...                  本科  \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...                  本科  \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...                统招本科  \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...                  本科  \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...               硕士及以上  \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...                  本科  \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...                  本科  \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...                统招本科  \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...                统招本科  \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...               本科及以上  \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...                  本科  \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...                统招本科  \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...                  本科  \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...                  本科  \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...                  本科  \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...                  本科  \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...                统招本科  \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...                  本科  \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...                  本科  \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...                  本科  \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...                统招本科  \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...                  本科  \n",
       " \n",
       " [40 rows x 31 columns]]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "abf39634",
   "metadata": {},
   "source": [
    "## 数据整理成为表格\n",
    "> 1. pandas 中的concat方法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "481b39e9",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>...</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>job.pcOuterLink</th>\n",
       "      <th>job.h5OuterLink</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>job.campusJobKind</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"黎女士\",\"jobId\":\"46317213\",\"use...</td>\n",
       "      <td>[]</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>10-15k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>46317213</td>\n",
       "      <td>20230523113854</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>某大型知名互联网公司</td>\n",
       "      <td></td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"戴女士\",\"jobId\":\"44188875\",\"use...</td>\n",
       "      <td>[]</td>\n",
       "      <td>游戏测试工程师（网易游戏）</td>\n",
       "      <td>40-65k·16薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>44188875</td>\n",
       "      <td>20230601093713</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>某广州大型互联网公司</td>\n",
       "      <td></td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"魏先生\",\"jobId\":\"46451007\",\"use...</td>\n",
       "      <td>[]</td>\n",
       "      <td>高级游戏测试工程师</td>\n",
       "      <td>30-60k·16薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>46451007</td>\n",
       "      <td>20230525162747</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>已上市</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>某知名互联网公司</td>\n",
       "      <td></td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"王女士\",\"jobId\":\"4984362\",\"user...</td>\n",
       "      <td>[游戏测试]</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>10-18k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>4984362</td>\n",
       "      <td>20230602173746</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>5bfea15d74719d2aa34c250203a.png</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>广州四三九九游戏</td>\n",
       "      <td>https://www.liepin.com/company/1040016/</td>\n",
       "      <td>游戏</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1040016.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"洪先生\",\"jobId\":\"45988269\",\"use...</td>\n",
       "      <td>[]</td>\n",
       "      <td>资深游戏测试工程师</td>\n",
       "      <td>20-30k·15薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>45988269</td>\n",
       "      <td>20230510113249</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>某知名互联网公司</td>\n",
       "      <td></td>\n",
       "      <td>金融科技</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"曾女士\",\"jobId\":\"45166863\",\"use...</td>\n",
       "      <td>[白盒测试, 灰盒测试, MMO游戏, 手机游戏]</td>\n",
       "      <td>高级游戏测试工程师</td>\n",
       "      <td>30-50k·16薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>45166863</td>\n",
       "      <td>20230511155613</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>国内互联网大厂</td>\n",
       "      <td></td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"张女士\",\"jobId\":\"58016401\",\"use...</td>\n",
       "      <td>[]</td>\n",
       "      <td>资深游戏测试工程师</td>\n",
       "      <td>30-45k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>58016401</td>\n",
       "      <td>20230421154154</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61de391581bb4e4605b9973c04u.png</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>乐游方舟</td>\n",
       "      <td>https://www.liepin.com/company/13009523/</td>\n",
       "      <td>游戏</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>13009523.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"刘女士\",\"jobId\":\"44668841\",\"use...</td>\n",
       "      <td>[白盒测试, UE4]</td>\n",
       "      <td>高级游戏测试工程师（网易-赛车类型）</td>\n",
       "      <td>15-25k·16薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>44668841</td>\n",
       "      <td>20230323103022</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>已上市</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>某杭州互联网上市公司</td>\n",
       "      <td></td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"刘女士\",\"jobId\":\"44669649\",\"use...</td>\n",
       "      <td>[白盒测试]</td>\n",
       "      <td>高级游戏测试工程师（合作产品-网易）</td>\n",
       "      <td>15-25k·16薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>44669649</td>\n",
       "      <td>20230323103833</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>已上市</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>某杭州互联网上市公司</td>\n",
       "      <td></td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"廉先生\",\"jobId\":\"44079287\",\"use...</td>\n",
       "      <td>[游戏测试工程师]</td>\n",
       "      <td>高级游戏测试工程师</td>\n",
       "      <td>45-75k·14薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>44079287</td>\n",
       "      <td>20230603112505</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>某广州大型计算机软件公司</td>\n",
       "      <td></td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"刘女士\",\"jobId\":\"44669191\",\"use...</td>\n",
       "      <td>[Python, C++, 功能测试, 白盒测试, MMO游戏]</td>\n",
       "      <td>高级游戏测试工程师(网易-梦幻西游）</td>\n",
       "      <td>15-25k·16薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>44669191</td>\n",
       "      <td>20230323103339</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>已上市</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>某杭州互联网上市公司</td>\n",
       "      <td></td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"陈先生\",\"jobId\":\"56726199\",\"use...</td>\n",
       "      <td>[Lua, Python]</td>\n",
       "      <td>阿里灵犀互娱-高级游戏测试工程师（SLG）-质管</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>56726199</td>\n",
       "      <td>20230530112003</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>5bfe915474719d35745acf0903a.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>阿里巴巴集团</td>\n",
       "      <td>https://www.liepin.com/company/1072424/</td>\n",
       "      <td>互联网</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1072424.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"莫女士\",\"jobId\":\"30429703\",\"use...</td>\n",
       "      <td>[sql]</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>6-12k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>30429703</td>\n",
       "      <td>20200731155422</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>战略投资</td>\n",
       "      <td>5bfe950974719dc6ed740a5203a.png</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>广州游爱网络技术有限公司</td>\n",
       "      <td>https://www.liepin.com/company/8037518/</td>\n",
       "      <td>游戏</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>8037518.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"李女士\",\"jobId\":\"53162099\",\"use...</td>\n",
       "      <td>[性能测试, 功能测试, 自动化测试]</td>\n",
       "      <td>游戏测试工程师 （高玩方向）</td>\n",
       "      <td>12-24k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>53162099</td>\n",
       "      <td>20221017105828</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfe9c6d74719df0ac9a35ae03a.png</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>三七互娱</td>\n",
       "      <td>https://www.liepin.com/company/3504489/</td>\n",
       "      <td>互联网</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>3504489.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"喻女士\",\"jobId\":\"50110527\",\"use...</td>\n",
       "      <td>[安全测试, 软件测试, 性能测试, 自动化测试, 白盒测试]</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>7-12k·14薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>50110527</td>\n",
       "      <td>20220623162327</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>62906f4fb244352e0e92648207u.png</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>多益网络有限公司</td>\n",
       "      <td>https://www.liepin.com/company/9386110/</td>\n",
       "      <td>互联网</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>9386110.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"梁女士\",\"jobId\":\"44477297\",\"use...</td>\n",
       "      <td>[软件测试]</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>8-12k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>44477297</td>\n",
       "      <td>20211230101951</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfea40074719d2aa34ca4b303a.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>可酷淘</td>\n",
       "      <td>https://www.liepin.com/company/8428814/</td>\n",
       "      <td>互联网</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>8428814.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"刘女士\",\"jobId\":\"26950391\",\"use...</td>\n",
       "      <td>[]</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>5-8k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>26950391</td>\n",
       "      <td>20200325152625</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>广州市汇宸科技有限公司</td>\n",
       "      <td>https://www.liepin.com/company/9425581/</td>\n",
       "      <td>游戏</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>9425581.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"蔡先生\",\"jobId\":\"26330963\",\"use...</td>\n",
       "      <td>[Python]</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>5-8k</td>\n",
       "      <td>广州</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>26330963</td>\n",
       "      <td>20210302140244</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfe9f3d74719d2aa34bbb8003a.png</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>星辉游戏</td>\n",
       "      <td>https://www.liepin.com/company/6342140/</td>\n",
       "      <td>游戏</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>6342140.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"陈先生\",\"jobId\":\"58734523\",\"use...</td>\n",
       "      <td>[]</td>\n",
       "      <td>阿里灵犀互娱-游戏测试开发工程师（MMO）-广州</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>58734523</td>\n",
       "      <td>20230522144008</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>5bfe915474719d35745acf0903a.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>阿里巴巴集团</td>\n",
       "      <td>https://www.liepin.com/company/1072424/</td>\n",
       "      <td>互联网</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1072424.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"温女士\",\"jobId\":\"46524447\",\"use...</td>\n",
       "      <td>[灰盒测试, 白盒测试]</td>\n",
       "      <td>高级游戏测试开发工程师/测试开发专家</td>\n",
       "      <td>40-65k</td>\n",
       "      <td>广州</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>46524447</td>\n",
       "      <td>20230529160657</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>已上市</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>某 知名互联网上市公司</td>\n",
       "      <td></td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"赵女士\",\"jobId\":\"49224597\",\"use...</td>\n",
       "      <td>[测试开发, Python, 游戏测试]</td>\n",
       "      <td>高级游戏测试开发工程师</td>\n",
       "      <td>20-40k·16薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>49224597</td>\n",
       "      <td>20220425180115</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>5bfe915474719d35745acf0903a.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>阿里巴巴集团</td>\n",
       "      <td>https://www.liepin.com/company/1072424/</td>\n",
       "      <td>互联网</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1072424.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"邓女士\",\"jobId\":\"43979465\",\"use...</td>\n",
       "      <td>[python, 自动化测试]</td>\n",
       "      <td>游戏测试开发工程师</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>43979465</td>\n",
       "      <td>20220112143814</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>604efd784431c2680d555fa007u.png</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>广州纵梦互娱科技有限公司</td>\n",
       "      <td>https://www.liepin.com/company/12537739/</td>\n",
       "      <td>游戏</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>12537739.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"黄女士\",\"jobId\":\"51234983\",\"use...</td>\n",
       "      <td>[学历不限, 测试开发, 黑盒测试, 白盒测试, 功能测试, 性能测试]</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>6-10k·14薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>51234983</td>\n",
       "      <td>20230113164538</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>62906f4fb244352e0e92648207u.png</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>多益网络有限公司</td>\n",
       "      <td>https://www.liepin.com/company/9386110/</td>\n",
       "      <td>互联网</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>9386110.0</td>\n",
       "      <td>应届</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>23 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             dataInfo  \\\n",
       "0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "5   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "6   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "7   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "\n",
       "                                           dataParams  \\\n",
       "0   {\"recruiterName\":\"黎女士\",\"jobId\":\"46317213\",\"use...   \n",
       "1   {\"recruiterName\":\"戴女士\",\"jobId\":\"44188875\",\"use...   \n",
       "2   {\"recruiterName\":\"魏先生\",\"jobId\":\"46451007\",\"use...   \n",
       "3   {\"recruiterName\":\"王女士\",\"jobId\":\"4984362\",\"user...   \n",
       "4   {\"recruiterName\":\"洪先生\",\"jobId\":\"45988269\",\"use...   \n",
       "5   {\"recruiterName\":\"曾女士\",\"jobId\":\"45166863\",\"use...   \n",
       "6   {\"recruiterName\":\"张女士\",\"jobId\":\"58016401\",\"use...   \n",
       "7   {\"recruiterName\":\"刘女士\",\"jobId\":\"44668841\",\"use...   \n",
       "8   {\"recruiterName\":\"刘女士\",\"jobId\":\"44669649\",\"use...   \n",
       "9   {\"recruiterName\":\"廉先生\",\"jobId\":\"44079287\",\"use...   \n",
       "10  {\"recruiterName\":\"刘女士\",\"jobId\":\"44669191\",\"use...   \n",
       "11  {\"recruiterName\":\"陈先生\",\"jobId\":\"56726199\",\"use...   \n",
       "12  {\"recruiterName\":\"莫女士\",\"jobId\":\"30429703\",\"use...   \n",
       "13  {\"recruiterName\":\"李女士\",\"jobId\":\"53162099\",\"use...   \n",
       "14  {\"recruiterName\":\"喻女士\",\"jobId\":\"50110527\",\"use...   \n",
       "15  {\"recruiterName\":\"梁女士\",\"jobId\":\"44477297\",\"use...   \n",
       "16  {\"recruiterName\":\"刘女士\",\"jobId\":\"26950391\",\"use...   \n",
       "17  {\"recruiterName\":\"蔡先生\",\"jobId\":\"26330963\",\"use...   \n",
       "18  {\"recruiterName\":\"陈先生\",\"jobId\":\"58734523\",\"use...   \n",
       "19  {\"recruiterName\":\"温女士\",\"jobId\":\"46524447\",\"use...   \n",
       "20  {\"recruiterName\":\"赵女士\",\"jobId\":\"49224597\",\"use...   \n",
       "21  {\"recruiterName\":\"邓女士\",\"jobId\":\"43979465\",\"use...   \n",
       "22  {\"recruiterName\":\"黄女士\",\"jobId\":\"51234983\",\"use...   \n",
       "\n",
       "                              job.labels                 job.title  \\\n",
       "0                                     []                   游戏测试工程师   \n",
       "1                                     []             游戏测试工程师（网易游戏）   \n",
       "2                                     []                 高级游戏测试工程师   \n",
       "3                                 [游戏测试]                   游戏测试工程师   \n",
       "4                                     []                 资深游戏测试工程师   \n",
       "5              [白盒测试, 灰盒测试, MMO游戏, 手机游戏]                 高级游戏测试工程师   \n",
       "6                                     []                 资深游戏测试工程师   \n",
       "7                            [白盒测试, UE4]        高级游戏测试工程师（网易-赛车类型）   \n",
       "8                                 [白盒测试]        高级游戏测试工程师（合作产品-网易）   \n",
       "9                              [游戏测试工程师]                 高级游戏测试工程师   \n",
       "10      [Python, C++, 功能测试, 白盒测试, MMO游戏]        高级游戏测试工程师(网易-梦幻西游）   \n",
       "11                         [Lua, Python]  阿里灵犀互娱-高级游戏测试工程师（SLG）-质管   \n",
       "12                                 [sql]                   游戏测试工程师   \n",
       "13                   [性能测试, 功能测试, 自动化测试]            游戏测试工程师 （高玩方向）   \n",
       "14       [安全测试, 软件测试, 性能测试, 自动化测试, 白盒测试]                   游戏测试工程师   \n",
       "15                                [软件测试]                   游戏测试工程师   \n",
       "16                                    []                   游戏测试工程师   \n",
       "17                              [Python]                   游戏测试工程师   \n",
       "18                                    []  阿里灵犀互娱-游戏测试开发工程师（MMO）-广州   \n",
       "19                          [灰盒测试, 白盒测试]        高级游戏测试开发工程师/测试开发专家   \n",
       "20                  [测试开发, Python, 游戏测试]               高级游戏测试开发工程师   \n",
       "21                       [python, 自动化测试]                 游戏测试开发工程师   \n",
       "22  [学历不限, 测试开发, 黑盒测试, 白盒测试, 功能测试, 性能测试]                   游戏测试工程师   \n",
       "\n",
       "    job.salary  job.dq job.requireWorkYears job.jobId job.refreshTime  \\\n",
       "0   10-15k·13薪  广州-天河区                 经验不限  46317213  20230523113854   \n",
       "1   40-65k·16薪      广州                 3-5年  44188875  20230601093713   \n",
       "2   30-60k·16薪      广州                 经验不限  46451007  20230525162747   \n",
       "3   10-18k·13薪      广州                 1-3年   4984362  20230602173746   \n",
       "4   20-30k·15薪  广州-天河区                5-10年  45988269  20230510113249   \n",
       "5   30-50k·16薪  广州-海珠区                 3-5年  45166863  20230511155613   \n",
       "6       30-45k  广州-天河区                5-10年  58016401  20230421154154   \n",
       "7   15-25k·16薪  广州-天河区                 1-3年  44668841  20230323103022   \n",
       "8   15-25k·16薪  广州-天河区                 1-3年  44669649  20230323103833   \n",
       "9   45-75k·14薪      广州                5-10年  44079287  20230603112505   \n",
       "10  15-25k·16薪  广州-天河区                 1-3年  44669191  20230323103339   \n",
       "11      10-20k      广州                 经验不限  56726199  20230530112003   \n",
       "12   6-12k·13薪      广州                 1-3年  30429703  20200731155422   \n",
       "13  12-24k·15薪      广州                 3-5年  53162099  20221017105828   \n",
       "14   7-12k·14薪  广州-黄埔区                 经验不限  50110527  20220623162327   \n",
       "15   8-12k·13薪  广州-天河区                 1-3年  44477297  20211230101951   \n",
       "16        5-8k  广州-天河区                 1-3年  26950391  20200325152625   \n",
       "17        5-8k      广州                 经验不限  26330963  20210302140244   \n",
       "18      10-20k      广州                 经验不限  58734523  20230522144008   \n",
       "19      40-65k      广州                 3-5年  46524447  20230529160657   \n",
       "20  20-40k·16薪  广州-海珠区                 3-5年  49224597  20220425180115   \n",
       "21      10-15k      广州                 3-5年  43979465  20220112143814   \n",
       "22   6-10k·14薪  广州-黄埔区                  NaN  51234983  20230113164538   \n",
       "\n",
       "   job.jobKind  ...  comp.compStage                    comp.compLogo  \\\n",
       "0            1  ...           融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       "1            1  ...           融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       "2            1  ...             已上市  60e2fe0bf3df194a3c48adb502u.png   \n",
       "3            2  ...           融资未公开  5bfea15d74719d2aa34c250203a.png   \n",
       "4            1  ...           融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       "5            1  ...             NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       "6            2  ...             NaN  61de391581bb4e4605b9973c04u.png   \n",
       "7            1  ...             已上市  60e2fe0bf3df194a3c48adb502u.png   \n",
       "8            1  ...             已上市  60e2fe0bf3df194a3c48adb502u.png   \n",
       "9            1  ...           融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       "10           1  ...             已上市  60e2fe0bf3df194a3c48adb502u.png   \n",
       "11           2  ...            港股上市  5bfe915474719d35745acf0903a.png   \n",
       "12           2  ...            战略投资  5bfe950974719dc6ed740a5203a.png   \n",
       "13           2  ...             NaN  5bfe9c6d74719df0ac9a35ae03a.png   \n",
       "14           2  ...             NaN  62906f4fb244352e0e92648207u.png   \n",
       "15           2  ...             NaN  5bfea40074719d2aa34ca4b303a.png   \n",
       "16           2  ...             NaN  61b07937d0458d53c627567e02u.jpg   \n",
       "17           2  ...             NaN  5bfe9f3d74719d2aa34bbb8003a.png   \n",
       "18           2  ...            港股上市  5bfe915474719d35745acf0903a.png   \n",
       "19           1  ...             已上市  60e2fe0bf3df194a3c48adb502u.png   \n",
       "20           2  ...            港股上市  5bfe915474719d35745acf0903a.png   \n",
       "21           2  ...             NaN  604efd784431c2680d555fa007u.png   \n",
       "22           6  ...             NaN  62906f4fb244352e0e92648207u.png   \n",
       "\n",
       "   comp.compScale  comp.compName                                 comp.link  \\\n",
       "0        10000人以上     某大型知名互联网公司                                             \n",
       "1        10000人以上     某广州大型互联网公司                                             \n",
       "2        10000人以上       某知名互联网公司                                             \n",
       "3      1000-2000人       广州四三九九游戏   https://www.liepin.com/company/1040016/   \n",
       "4      1000-2000人       某知名互联网公司                                             \n",
       "5        10000人以上        国内互联网大厂                                             \n",
       "6        500-999人           乐游方舟  https://www.liepin.com/company/13009523/   \n",
       "7        10000人以上     某杭州互联网上市公司                                             \n",
       "8        10000人以上     某杭州互联网上市公司                                             \n",
       "9     5000-10000人   某广州大型计算机软件公司                                             \n",
       "10       10000人以上     某杭州互联网上市公司                                             \n",
       "11       10000人以上         阿里巴巴集团   https://www.liepin.com/company/1072424/   \n",
       "12     1000-2000人   广州游爱网络技术有限公司   https://www.liepin.com/company/8037518/   \n",
       "13     2000-5000人           三七互娱   https://www.liepin.com/company/3504489/   \n",
       "14     2000-5000人       多益网络有限公司   https://www.liepin.com/company/9386110/   \n",
       "15       100-499人            可酷淘   https://www.liepin.com/company/8428814/   \n",
       "16          1-49人    广州市汇宸科技有限公司   https://www.liepin.com/company/9425581/   \n",
       "17       500-999人           星辉游戏   https://www.liepin.com/company/6342140/   \n",
       "18       10000人以上         阿里巴巴集团   https://www.liepin.com/company/1072424/   \n",
       "19       10000人以上    某 知名互联网上市公司                                             \n",
       "20       10000人以上         阿里巴巴集团   https://www.liepin.com/company/1072424/   \n",
       "21         50-99人   广州纵梦互娱科技有限公司  https://www.liepin.com/company/12537739/   \n",
       "22     2000-5000人       多益网络有限公司   https://www.liepin.com/company/9386110/   \n",
       "\n",
       "    comp.compIndustry job.pcOuterLink job.h5OuterLink comp.compId  \\\n",
       "0                 互联网             NaN             NaN         NaN   \n",
       "1                 互联网             NaN             NaN         NaN   \n",
       "2                 互联网             NaN             NaN         NaN   \n",
       "3                  游戏                                   1040016.0   \n",
       "4                金融科技             NaN             NaN         NaN   \n",
       "5              互联网/电商             NaN             NaN         NaN   \n",
       "6                  游戏                                  13009523.0   \n",
       "7                 互联网             NaN             NaN         NaN   \n",
       "8                 互联网             NaN             NaN         NaN   \n",
       "9               计算机软件             NaN             NaN         NaN   \n",
       "10                互联网             NaN             NaN         NaN   \n",
       "11                互联网                                   1072424.0   \n",
       "12                 游戏                                   8037518.0   \n",
       "13                互联网                                   3504489.0   \n",
       "14                互联网                                   9386110.0   \n",
       "15                互联网                                   8428814.0   \n",
       "16                 游戏                                   9425581.0   \n",
       "17                 游戏                                   6342140.0   \n",
       "18                互联网                                   1072424.0   \n",
       "19             互联网/电商             NaN             NaN         NaN   \n",
       "20                互联网                                   1072424.0   \n",
       "21                 游戏                                  12537739.0   \n",
       "22                互联网                                   9386110.0   \n",
       "\n",
       "   job.campusJobKind  \n",
       "0                NaN  \n",
       "1                NaN  \n",
       "2                NaN  \n",
       "3                NaN  \n",
       "4                NaN  \n",
       "5                NaN  \n",
       "6                NaN  \n",
       "7                NaN  \n",
       "8                NaN  \n",
       "9                NaN  \n",
       "10               NaN  \n",
       "11               NaN  \n",
       "12               NaN  \n",
       "13               NaN  \n",
       "14               NaN  \n",
       "15               NaN  \n",
       "16               NaN  \n",
       "17               NaN  \n",
       "18               NaN  \n",
       "19               NaN  \n",
       "20               NaN  \n",
       "21               NaN  \n",
       "22                应届  \n",
       "\n",
       "[23 rows x 32 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.concat(response_df)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c2ac6009",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'游戏测试工程师'"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "key = payload['data']['mainSearchPcConditionForm']['key']\n",
    "key"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "70fc6de3",
   "metadata": {},
   "source": [
    "## 数据存储"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "2e032016",
   "metadata": {},
   "outputs": [],
   "source": [
    "import time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "0affdb43",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "time.struct_time(tm_year=2023, tm_mon=6, tm_mday=3, tm_hour=17, tm_min=40, tm_sec=54, tm_wday=5, tm_yday=154, tm_isdst=0)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "time.localtime()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "9badfd3c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'63_1740'"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "output_time = str(time.localtime().tm_mon)\\\n",
    "             +str(time.localtime().tm_mday)+'_'\\\n",
    "             +str(time.localtime().tm_hour) \\\n",
    "             +str(time.localtime().tm_min)\n",
    "output_time "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "1d2de632",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 按照职位名称和时间导出文件\n",
    "df.to_excel( key +'_liepin_'+output_time+'.xlsx')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6511a95",
   "metadata": {},
   "source": [
    "# 数据分析\n",
    "\n",
    "> 1. Pandas/Numpy\n",
    "> 2. Pyecharts(bokeh、matplotlab、seaborn、echarts、Tebleau)/更考虑用户的体验"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "ae96f73c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "af2682c2",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>...</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>job.pcOuterLink</th>\n",
       "      <th>job.h5OuterLink</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>job.campusJobKind</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"黎女士\",\"jobId\":\"46317213\",\"use...</td>\n",
       "      <td>[]</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>10-15k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>46317213</td>\n",
       "      <td>20230523113854</td>\n",
       "      <td>...</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>某大型知名互联网公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"戴女士\",\"jobId\":\"44188875\",\"use...</td>\n",
       "      <td>[]</td>\n",
       "      <td>游戏测试工程师（网易游戏）</td>\n",
       "      <td>40-65k·16薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>44188875</td>\n",
       "      <td>20230601093713</td>\n",
       "      <td>...</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>某广州大型互联网公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"魏先生\",\"jobId\":\"46451007\",\"use...</td>\n",
       "      <td>[]</td>\n",
       "      <td>高级游戏测试工程师</td>\n",
       "      <td>30-60k·16薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>46451007</td>\n",
       "      <td>20230525162747</td>\n",
       "      <td>...</td>\n",
       "      <td>已上市</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>某知名互联网公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"王女士\",\"jobId\":\"4984362\",\"user...</td>\n",
       "      <td>['游戏测试']</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>10-18k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>4984362</td>\n",
       "      <td>20230602173746</td>\n",
       "      <td>...</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>5bfea15d74719d2aa34c250203a.png</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>广州四三九九游戏</td>\n",
       "      <td>https://www.liepin.com/company/1040016/</td>\n",
       "      <td>游戏</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1040016.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"洪先生\",\"jobId\":\"45988269\",\"use...</td>\n",
       "      <td>[]</td>\n",
       "      <td>资深游戏测试工程师</td>\n",
       "      <td>20-30k·15薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>45988269</td>\n",
       "      <td>20230510113249</td>\n",
       "      <td>...</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>某知名互联网公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>金融科技</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"曾女士\",\"jobId\":\"45166863\",\"use...</td>\n",
       "      <td>['白盒测试', '灰盒测试', 'MMO游戏', '手机游戏']</td>\n",
       "      <td>高级游戏测试工程师</td>\n",
       "      <td>30-50k·16薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>45166863</td>\n",
       "      <td>20230511155613</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>国内互联网大厂</td>\n",
       "      <td>NaN</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"张女士\",\"jobId\":\"58016401\",\"use...</td>\n",
       "      <td>[]</td>\n",
       "      <td>资深游戏测试工程师</td>\n",
       "      <td>30-45k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>58016401</td>\n",
       "      <td>20230421154154</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61de391581bb4e4605b9973c04u.png</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>乐游方舟</td>\n",
       "      <td>https://www.liepin.com/company/13009523/</td>\n",
       "      <td>游戏</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13009523.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"刘女士\",\"jobId\":\"44668841\",\"use...</td>\n",
       "      <td>['白盒测试', 'UE4']</td>\n",
       "      <td>高级游戏测试工程师（网易-赛车类型）</td>\n",
       "      <td>15-25k·16薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>44668841</td>\n",
       "      <td>20230323103022</td>\n",
       "      <td>...</td>\n",
       "      <td>已上市</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>某杭州互联网上市公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"刘女士\",\"jobId\":\"44669649\",\"use...</td>\n",
       "      <td>['白盒测试']</td>\n",
       "      <td>高级游戏测试工程师（合作产品-网易）</td>\n",
       "      <td>15-25k·16薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>44669649</td>\n",
       "      <td>20230323103833</td>\n",
       "      <td>...</td>\n",
       "      <td>已上市</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>某杭州互联网上市公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"廉先生\",\"jobId\":\"44079287\",\"use...</td>\n",
       "      <td>['游戏测试工程师']</td>\n",
       "      <td>高级游戏测试工程师</td>\n",
       "      <td>45-75k·14薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>44079287</td>\n",
       "      <td>20230603112505</td>\n",
       "      <td>...</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>某广州大型计算机软件公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"刘女士\",\"jobId\":\"44669191\",\"use...</td>\n",
       "      <td>['Python', 'C++', '功能测试', '白盒测试', 'MMO游戏']</td>\n",
       "      <td>高级游戏测试工程师(网易-梦幻西游）</td>\n",
       "      <td>15-25k·16薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>44669191</td>\n",
       "      <td>20230323103339</td>\n",
       "      <td>...</td>\n",
       "      <td>已上市</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>某杭州互联网上市公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"陈先生\",\"jobId\":\"56726199\",\"use...</td>\n",
       "      <td>['Lua', 'Python']</td>\n",
       "      <td>阿里灵犀互娱-高级游戏测试工程师（SLG）-质管</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>56726199</td>\n",
       "      <td>20230530112003</td>\n",
       "      <td>...</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>5bfe915474719d35745acf0903a.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>阿里巴巴集团</td>\n",
       "      <td>https://www.liepin.com/company/1072424/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1072424.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"莫女士\",\"jobId\":\"30429703\",\"use...</td>\n",
       "      <td>['sql']</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>6-12k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>30429703</td>\n",
       "      <td>20200731155422</td>\n",
       "      <td>...</td>\n",
       "      <td>战略投资</td>\n",
       "      <td>5bfe950974719dc6ed740a5203a.png</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>广州游爱网络技术有限公司</td>\n",
       "      <td>https://www.liepin.com/company/8037518/</td>\n",
       "      <td>游戏</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8037518.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"李女士\",\"jobId\":\"53162099\",\"use...</td>\n",
       "      <td>['性能测试', '功能测试', '自动化测试']</td>\n",
       "      <td>游戏测试工程师 （高玩方向）</td>\n",
       "      <td>12-24k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>53162099</td>\n",
       "      <td>20221017105828</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfe9c6d74719df0ac9a35ae03a.png</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>三七互娱</td>\n",
       "      <td>https://www.liepin.com/company/3504489/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3504489.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"喻女士\",\"jobId\":\"50110527\",\"use...</td>\n",
       "      <td>['安全测试', '软件测试', '性能测试', '自动化测试', '白盒测试']</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>7-12k·14薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>50110527</td>\n",
       "      <td>20220623162327</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>62906f4fb244352e0e92648207u.png</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>多益网络有限公司</td>\n",
       "      <td>https://www.liepin.com/company/9386110/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9386110.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"梁女士\",\"jobId\":\"44477297\",\"use...</td>\n",
       "      <td>['软件测试']</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>8-12k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>44477297</td>\n",
       "      <td>20211230101951</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfea40074719d2aa34ca4b303a.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>可酷淘</td>\n",
       "      <td>https://www.liepin.com/company/8428814/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8428814.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"刘女士\",\"jobId\":\"26950391\",\"use...</td>\n",
       "      <td>[]</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>5-8k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>26950391</td>\n",
       "      <td>20200325152625</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>广州市汇宸科技有限公司</td>\n",
       "      <td>https://www.liepin.com/company/9425581/</td>\n",
       "      <td>游戏</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9425581.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"蔡先生\",\"jobId\":\"26330963\",\"use...</td>\n",
       "      <td>['Python']</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>5-8k</td>\n",
       "      <td>广州</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>26330963</td>\n",
       "      <td>20210302140244</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfe9f3d74719d2aa34bbb8003a.png</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>星辉游戏</td>\n",
       "      <td>https://www.liepin.com/company/6342140/</td>\n",
       "      <td>游戏</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6342140.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"陈先生\",\"jobId\":\"58734523\",\"use...</td>\n",
       "      <td>[]</td>\n",
       "      <td>阿里灵犀互娱-游戏测试开发工程师（MMO）-广州</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>58734523</td>\n",
       "      <td>20230522144008</td>\n",
       "      <td>...</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>5bfe915474719d35745acf0903a.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>阿里巴巴集团</td>\n",
       "      <td>https://www.liepin.com/company/1072424/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1072424.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"温女士\",\"jobId\":\"46524447\",\"use...</td>\n",
       "      <td>['灰盒测试', '白盒测试']</td>\n",
       "      <td>高级游戏测试开发工程师/测试开发专家</td>\n",
       "      <td>40-65k</td>\n",
       "      <td>广州</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>46524447</td>\n",
       "      <td>20230529160657</td>\n",
       "      <td>...</td>\n",
       "      <td>已上市</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>某 知名互联网上市公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"赵女士\",\"jobId\":\"49224597\",\"use...</td>\n",
       "      <td>['测试开发', 'Python', '游戏测试']</td>\n",
       "      <td>高级游戏测试开发工程师</td>\n",
       "      <td>20-40k·16薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>49224597</td>\n",
       "      <td>20220425180115</td>\n",
       "      <td>...</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>5bfe915474719d35745acf0903a.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>阿里巴巴集团</td>\n",
       "      <td>https://www.liepin.com/company/1072424/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1072424.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"邓女士\",\"jobId\":\"43979465\",\"use...</td>\n",
       "      <td>['python', '自动化测试']</td>\n",
       "      <td>游戏测试开发工程师</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>43979465</td>\n",
       "      <td>20220112143814</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>604efd784431c2680d555fa007u.png</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>广州纵梦互娱科技有限公司</td>\n",
       "      <td>https://www.liepin.com/company/12537739/</td>\n",
       "      <td>游戏</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12537739.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"黄女士\",\"jobId\":\"51234983\",\"use...</td>\n",
       "      <td>['学历不限', '测试开发', '黑盒测试', '白盒测试', '功能测试', '性能测试']</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>6-10k·14薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>51234983</td>\n",
       "      <td>20230113164538</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>62906f4fb244352e0e92648207u.png</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>多益网络有限公司</td>\n",
       "      <td>https://www.liepin.com/company/9386110/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9386110.0</td>\n",
       "      <td>应届</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>23 rows × 33 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Unnamed: 0                                           dataInfo  \\\n",
       "0            0  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "1            1  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "2            2  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "3            3  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "4            4  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "5            5  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "6            6  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "7            7  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "8            8  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "9            9  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "10          10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "11          11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "12          12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "13          13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "14          14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "15          15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "16          16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "17          17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "18          18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "19          19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "20          20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "21          21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "22          22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "\n",
       "                                           dataParams  \\\n",
       "0   {\"recruiterName\":\"黎女士\",\"jobId\":\"46317213\",\"use...   \n",
       "1   {\"recruiterName\":\"戴女士\",\"jobId\":\"44188875\",\"use...   \n",
       "2   {\"recruiterName\":\"魏先生\",\"jobId\":\"46451007\",\"use...   \n",
       "3   {\"recruiterName\":\"王女士\",\"jobId\":\"4984362\",\"user...   \n",
       "4   {\"recruiterName\":\"洪先生\",\"jobId\":\"45988269\",\"use...   \n",
       "5   {\"recruiterName\":\"曾女士\",\"jobId\":\"45166863\",\"use...   \n",
       "6   {\"recruiterName\":\"张女士\",\"jobId\":\"58016401\",\"use...   \n",
       "7   {\"recruiterName\":\"刘女士\",\"jobId\":\"44668841\",\"use...   \n",
       "8   {\"recruiterName\":\"刘女士\",\"jobId\":\"44669649\",\"use...   \n",
       "9   {\"recruiterName\":\"廉先生\",\"jobId\":\"44079287\",\"use...   \n",
       "10  {\"recruiterName\":\"刘女士\",\"jobId\":\"44669191\",\"use...   \n",
       "11  {\"recruiterName\":\"陈先生\",\"jobId\":\"56726199\",\"use...   \n",
       "12  {\"recruiterName\":\"莫女士\",\"jobId\":\"30429703\",\"use...   \n",
       "13  {\"recruiterName\":\"李女士\",\"jobId\":\"53162099\",\"use...   \n",
       "14  {\"recruiterName\":\"喻女士\",\"jobId\":\"50110527\",\"use...   \n",
       "15  {\"recruiterName\":\"梁女士\",\"jobId\":\"44477297\",\"use...   \n",
       "16  {\"recruiterName\":\"刘女士\",\"jobId\":\"26950391\",\"use...   \n",
       "17  {\"recruiterName\":\"蔡先生\",\"jobId\":\"26330963\",\"use...   \n",
       "18  {\"recruiterName\":\"陈先生\",\"jobId\":\"58734523\",\"use...   \n",
       "19  {\"recruiterName\":\"温女士\",\"jobId\":\"46524447\",\"use...   \n",
       "20  {\"recruiterName\":\"赵女士\",\"jobId\":\"49224597\",\"use...   \n",
       "21  {\"recruiterName\":\"邓女士\",\"jobId\":\"43979465\",\"use...   \n",
       "22  {\"recruiterName\":\"黄女士\",\"jobId\":\"51234983\",\"use...   \n",
       "\n",
       "                                          job.labels  \\\n",
       "0                                                 []   \n",
       "1                                                 []   \n",
       "2                                                 []   \n",
       "3                                           ['游戏测试']   \n",
       "4                                                 []   \n",
       "5                  ['白盒测试', '灰盒测试', 'MMO游戏', '手机游戏']   \n",
       "6                                                 []   \n",
       "7                                    ['白盒测试', 'UE4']   \n",
       "8                                           ['白盒测试']   \n",
       "9                                        ['游戏测试工程师']   \n",
       "10        ['Python', 'C++', '功能测试', '白盒测试', 'MMO游戏']   \n",
       "11                                 ['Lua', 'Python']   \n",
       "12                                           ['sql']   \n",
       "13                         ['性能测试', '功能测试', '自动化测试']   \n",
       "14         ['安全测试', '软件测试', '性能测试', '自动化测试', '白盒测试']   \n",
       "15                                          ['软件测试']   \n",
       "16                                                []   \n",
       "17                                        ['Python']   \n",
       "18                                                []   \n",
       "19                                  ['灰盒测试', '白盒测试']   \n",
       "20                        ['测试开发', 'Python', '游戏测试']   \n",
       "21                               ['python', '自动化测试']   \n",
       "22  ['学历不限', '测试开发', '黑盒测试', '白盒测试', '功能测试', '性能测试']   \n",
       "\n",
       "                   job.title  job.salary  job.dq job.requireWorkYears  \\\n",
       "0                    游戏测试工程师  10-15k·13薪  广州-天河区                 经验不限   \n",
       "1              游戏测试工程师（网易游戏）  40-65k·16薪      广州                 3-5年   \n",
       "2                  高级游戏测试工程师  30-60k·16薪      广州                 经验不限   \n",
       "3                    游戏测试工程师  10-18k·13薪      广州                 1-3年   \n",
       "4                  资深游戏测试工程师  20-30k·15薪  广州-天河区                5-10年   \n",
       "5                  高级游戏测试工程师  30-50k·16薪  广州-海珠区                 3-5年   \n",
       "6                  资深游戏测试工程师      30-45k  广州-天河区                5-10年   \n",
       "7         高级游戏测试工程师（网易-赛车类型）  15-25k·16薪  广州-天河区                 1-3年   \n",
       "8         高级游戏测试工程师（合作产品-网易）  15-25k·16薪  广州-天河区                 1-3年   \n",
       "9                  高级游戏测试工程师  45-75k·14薪      广州                5-10年   \n",
       "10        高级游戏测试工程师(网易-梦幻西游）  15-25k·16薪  广州-天河区                 1-3年   \n",
       "11  阿里灵犀互娱-高级游戏测试工程师（SLG）-质管      10-20k      广州                 经验不限   \n",
       "12                   游戏测试工程师   6-12k·13薪      广州                 1-3年   \n",
       "13            游戏测试工程师 （高玩方向）  12-24k·15薪      广州                 3-5年   \n",
       "14                   游戏测试工程师   7-12k·14薪  广州-黄埔区                 经验不限   \n",
       "15                   游戏测试工程师   8-12k·13薪  广州-天河区                 1-3年   \n",
       "16                   游戏测试工程师        5-8k  广州-天河区                 1-3年   \n",
       "17                   游戏测试工程师        5-8k      广州                 经验不限   \n",
       "18  阿里灵犀互娱-游戏测试开发工程师（MMO）-广州      10-20k      广州                 经验不限   \n",
       "19        高级游戏测试开发工程师/测试开发专家      40-65k      广州                 3-5年   \n",
       "20               高级游戏测试开发工程师  20-40k·16薪  广州-海珠区                 3-5年   \n",
       "21                 游戏测试开发工程师      10-15k      广州                 3-5年   \n",
       "22                   游戏测试工程师   6-10k·14薪  广州-黄埔区                  NaN   \n",
       "\n",
       "    job.jobId  job.refreshTime  ...  comp.compStage  \\\n",
       "0    46317213   20230523113854  ...           融资未公开   \n",
       "1    44188875   20230601093713  ...           融资未公开   \n",
       "2    46451007   20230525162747  ...             已上市   \n",
       "3     4984362   20230602173746  ...           融资未公开   \n",
       "4    45988269   20230510113249  ...           融资未公开   \n",
       "5    45166863   20230511155613  ...             NaN   \n",
       "6    58016401   20230421154154  ...             NaN   \n",
       "7    44668841   20230323103022  ...             已上市   \n",
       "8    44669649   20230323103833  ...             已上市   \n",
       "9    44079287   20230603112505  ...           融资未公开   \n",
       "10   44669191   20230323103339  ...             已上市   \n",
       "11   56726199   20230530112003  ...            港股上市   \n",
       "12   30429703   20200731155422  ...            战略投资   \n",
       "13   53162099   20221017105828  ...             NaN   \n",
       "14   50110527   20220623162327  ...             NaN   \n",
       "15   44477297   20211230101951  ...             NaN   \n",
       "16   26950391   20200325152625  ...             NaN   \n",
       "17   26330963   20210302140244  ...             NaN   \n",
       "18   58734523   20230522144008  ...            港股上市   \n",
       "19   46524447   20230529160657  ...             已上市   \n",
       "20   49224597   20220425180115  ...            港股上市   \n",
       "21   43979465   20220112143814  ...             NaN   \n",
       "22   51234983   20230113164538  ...             NaN   \n",
       "\n",
       "                      comp.compLogo comp.compScale comp.compName  \\\n",
       "0   60e2fe0bf3df194a3c48adb502u.png       10000人以上    某大型知名互联网公司   \n",
       "1   60e2fe0bf3df194a3c48adb502u.png       10000人以上    某广州大型互联网公司   \n",
       "2   60e2fe0bf3df194a3c48adb502u.png       10000人以上      某知名互联网公司   \n",
       "3   5bfea15d74719d2aa34c250203a.png     1000-2000人      广州四三九九游戏   \n",
       "4   60e2fe0bf3df194a3c48adb502u.png     1000-2000人      某知名互联网公司   \n",
       "5   60e2fe0bf3df194a3c48adb502u.png       10000人以上       国内互联网大厂   \n",
       "6   61de391581bb4e4605b9973c04u.png       500-999人          乐游方舟   \n",
       "7   60e2fe0bf3df194a3c48adb502u.png       10000人以上    某杭州互联网上市公司   \n",
       "8   60e2fe0bf3df194a3c48adb502u.png       10000人以上    某杭州互联网上市公司   \n",
       "9   60e2fe0bf3df194a3c48adb502u.png    5000-10000人  某广州大型计算机软件公司   \n",
       "10  60e2fe0bf3df194a3c48adb502u.png       10000人以上    某杭州互联网上市公司   \n",
       "11  5bfe915474719d35745acf0903a.png       10000人以上        阿里巴巴集团   \n",
       "12  5bfe950974719dc6ed740a5203a.png     1000-2000人  广州游爱网络技术有限公司   \n",
       "13  5bfe9c6d74719df0ac9a35ae03a.png     2000-5000人          三七互娱   \n",
       "14  62906f4fb244352e0e92648207u.png     2000-5000人      多益网络有限公司   \n",
       "15  5bfea40074719d2aa34ca4b303a.png       100-499人           可酷淘   \n",
       "16  61b07937d0458d53c627567e02u.jpg          1-49人   广州市汇宸科技有限公司   \n",
       "17  5bfe9f3d74719d2aa34bbb8003a.png       500-999人          星辉游戏   \n",
       "18  5bfe915474719d35745acf0903a.png       10000人以上        阿里巴巴集团   \n",
       "19  60e2fe0bf3df194a3c48adb502u.png       10000人以上   某 知名互联网上市公司   \n",
       "20  5bfe915474719d35745acf0903a.png       10000人以上        阿里巴巴集团   \n",
       "21  604efd784431c2680d555fa007u.png         50-99人  广州纵梦互娱科技有限公司   \n",
       "22  62906f4fb244352e0e92648207u.png     2000-5000人      多益网络有限公司   \n",
       "\n",
       "                                   comp.link comp.compIndustry  \\\n",
       "0                                        NaN               互联网   \n",
       "1                                        NaN               互联网   \n",
       "2                                        NaN               互联网   \n",
       "3    https://www.liepin.com/company/1040016/                游戏   \n",
       "4                                        NaN              金融科技   \n",
       "5                                        NaN            互联网/电商   \n",
       "6   https://www.liepin.com/company/13009523/                游戏   \n",
       "7                                        NaN               互联网   \n",
       "8                                        NaN               互联网   \n",
       "9                                        NaN             计算机软件   \n",
       "10                                       NaN               互联网   \n",
       "11   https://www.liepin.com/company/1072424/               互联网   \n",
       "12   https://www.liepin.com/company/8037518/                游戏   \n",
       "13   https://www.liepin.com/company/3504489/               互联网   \n",
       "14   https://www.liepin.com/company/9386110/               互联网   \n",
       "15   https://www.liepin.com/company/8428814/               互联网   \n",
       "16   https://www.liepin.com/company/9425581/                游戏   \n",
       "17   https://www.liepin.com/company/6342140/                游戏   \n",
       "18   https://www.liepin.com/company/1072424/               互联网   \n",
       "19                                       NaN            互联网/电商   \n",
       "20   https://www.liepin.com/company/1072424/               互联网   \n",
       "21  https://www.liepin.com/company/12537739/                游戏   \n",
       "22   https://www.liepin.com/company/9386110/               互联网   \n",
       "\n",
       "    job.pcOuterLink job.h5OuterLink comp.compId job.campusJobKind  \n",
       "0               NaN             NaN         NaN               NaN  \n",
       "1               NaN             NaN         NaN               NaN  \n",
       "2               NaN             NaN         NaN               NaN  \n",
       "3               NaN             NaN   1040016.0               NaN  \n",
       "4               NaN             NaN         NaN               NaN  \n",
       "5               NaN             NaN         NaN               NaN  \n",
       "6               NaN             NaN  13009523.0               NaN  \n",
       "7               NaN             NaN         NaN               NaN  \n",
       "8               NaN             NaN         NaN               NaN  \n",
       "9               NaN             NaN         NaN               NaN  \n",
       "10              NaN             NaN         NaN               NaN  \n",
       "11              NaN             NaN   1072424.0               NaN  \n",
       "12              NaN             NaN   8037518.0               NaN  \n",
       "13              NaN             NaN   3504489.0               NaN  \n",
       "14              NaN             NaN   9386110.0               NaN  \n",
       "15              NaN             NaN   8428814.0               NaN  \n",
       "16              NaN             NaN   9425581.0               NaN  \n",
       "17              NaN             NaN   6342140.0               NaN  \n",
       "18              NaN             NaN   1072424.0               NaN  \n",
       "19              NaN             NaN         NaN               NaN  \n",
       "20              NaN             NaN   1072424.0               NaN  \n",
       "21              NaN             NaN  12537739.0               NaN  \n",
       "22              NaN             NaN   9386110.0                应届  \n",
       "\n",
       "[23 rows x 33 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_excel(key+'_liepin_'+output_time+'.xlsx')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "e14c166d",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 23 entries, 0 to 22\n",
      "Data columns (total 33 columns):\n",
      " #   Column                    Non-Null Count  Dtype  \n",
      "---  ------                    --------------  -----  \n",
      " 0   Unnamed: 0                23 non-null     int64  \n",
      " 1   dataInfo                  23 non-null     object \n",
      " 2   dataParams                23 non-null     object \n",
      " 3   job.labels                23 non-null     object \n",
      " 4   job.title                 23 non-null     object \n",
      " 5   job.salary                23 non-null     object \n",
      " 6   job.dq                    23 non-null     object \n",
      " 7   job.requireWorkYears      22 non-null     object \n",
      " 8   job.jobId                 23 non-null     int64  \n",
      " 9   job.refreshTime           23 non-null     int64  \n",
      " 10  job.jobKind               23 non-null     int64  \n",
      " 11  job.topJob                23 non-null     bool   \n",
      " 12  job.link                  23 non-null     object \n",
      " 13  job.dataPromId            23 non-null     object \n",
      " 14  job.advViewFlag           23 non-null     bool   \n",
      " 15  job.requireEduLevel       22 non-null     object \n",
      " 16  recruiter.chatted         23 non-null     bool   \n",
      " 17  recruiter.recruiterName   23 non-null     object \n",
      " 18  recruiter.recruiterTitle  22 non-null     object \n",
      " 19  recruiter.imId            23 non-null     object \n",
      " 20  recruiter.imUserType      23 non-null     int64  \n",
      " 21  recruiter.recruiterId     23 non-null     object \n",
      " 22  recruiter.recruiterPhoto  23 non-null     object \n",
      " 23  comp.compStage            14 non-null     object \n",
      " 24  comp.compLogo             23 non-null     object \n",
      " 25  comp.compScale            23 non-null     object \n",
      " 26  comp.compName             23 non-null     object \n",
      " 27  comp.link                 13 non-null     object \n",
      " 28  comp.compIndustry         23 non-null     object \n",
      " 29  job.pcOuterLink           0 non-null      float64\n",
      " 30  job.h5OuterLink           0 non-null      float64\n",
      " 31  comp.compId               13 non-null     float64\n",
      " 32  job.campusJobKind         1 non-null      object \n",
      "dtypes: bool(3), float64(3), int64(5), object(22)\n",
      "memory usage: 5.6+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9bf806de",
   "metadata": {},
   "source": [
    "## 筛选存在数据分析价值的列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "048c64d5",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compScale</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230523113854</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>10-15k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某大型知名互联网公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230601093713</td>\n",
       "      <td>游戏测试工程师（网易游戏）</td>\n",
       "      <td>40-65k·16薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某广州大型互联网公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230525162747</td>\n",
       "      <td>高级游戏测试工程师</td>\n",
       "      <td>30-60k·16薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>已上市</td>\n",
       "      <td>某知名互联网公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>['游戏测试']</td>\n",
       "      <td>20230602173746</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>10-18k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>广州四三九九游戏</td>\n",
       "      <td>游戏</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230510113249</td>\n",
       "      <td>资深游戏测试工程师</td>\n",
       "      <td>20-30k·15薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某知名互联网公司</td>\n",
       "      <td>金融科技</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>['白盒测试', '灰盒测试', 'MMO游戏', '手机游戏']</td>\n",
       "      <td>20230511155613</td>\n",
       "      <td>高级游戏测试工程师</td>\n",
       "      <td>30-50k·16薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>国内互联网大厂</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230421154154</td>\n",
       "      <td>资深游戏测试工程师</td>\n",
       "      <td>30-45k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>乐游方舟</td>\n",
       "      <td>游戏</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>['白盒测试', 'UE4']</td>\n",
       "      <td>20230323103022</td>\n",
       "      <td>高级游戏测试工程师（网易-赛车类型）</td>\n",
       "      <td>15-25k·16薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>已上市</td>\n",
       "      <td>某杭州互联网上市公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>['白盒测试']</td>\n",
       "      <td>20230323103833</td>\n",
       "      <td>高级游戏测试工程师（合作产品-网易）</td>\n",
       "      <td>15-25k·16薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>已上市</td>\n",
       "      <td>某杭州互联网上市公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>['游戏测试工程师']</td>\n",
       "      <td>20230603112505</td>\n",
       "      <td>高级游戏测试工程师</td>\n",
       "      <td>45-75k·14薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某广州大型计算机软件公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>['Python', 'C++', '功能测试', '白盒测试', 'MMO游戏']</td>\n",
       "      <td>20230323103339</td>\n",
       "      <td>高级游戏测试工程师(网易-梦幻西游）</td>\n",
       "      <td>15-25k·16薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>已上市</td>\n",
       "      <td>某杭州互联网上市公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>['Lua', 'Python']</td>\n",
       "      <td>20230530112003</td>\n",
       "      <td>阿里灵犀互娱-高级游戏测试工程师（SLG）-质管</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>阿里巴巴集团</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>['sql']</td>\n",
       "      <td>20200731155422</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>6-12k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>大专</td>\n",
       "      <td>战略投资</td>\n",
       "      <td>广州游爱网络技术有限公司</td>\n",
       "      <td>游戏</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>['性能测试', '功能测试', '自动化测试']</td>\n",
       "      <td>20221017105828</td>\n",
       "      <td>游戏测试工程师 （高玩方向）</td>\n",
       "      <td>12-24k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "      <td>三七互娱</td>\n",
       "      <td>互联网</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>['安全测试', '软件测试', '性能测试', '自动化测试', '白盒测试']</td>\n",
       "      <td>20220623162327</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>7-12k·14薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>NaN</td>\n",
       "      <td>多益网络有限公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>['软件测试']</td>\n",
       "      <td>20211230101951</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>8-12k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>可酷淘</td>\n",
       "      <td>互联网</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>[]</td>\n",
       "      <td>20200325152625</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>5-8k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州市汇宸科技有限公司</td>\n",
       "      <td>游戏</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>['Python']</td>\n",
       "      <td>20210302140244</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>5-8k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>NaN</td>\n",
       "      <td>星辉游戏</td>\n",
       "      <td>游戏</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230522144008</td>\n",
       "      <td>阿里灵犀互娱-游戏测试开发工程师（MMO）-广州</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>阿里巴巴集团</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>['灰盒测试', '白盒测试']</td>\n",
       "      <td>20230529160657</td>\n",
       "      <td>高级游戏测试开发工程师/测试开发专家</td>\n",
       "      <td>40-65k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>已上市</td>\n",
       "      <td>某 知名互联网上市公司</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>['测试开发', 'Python', '游戏测试']</td>\n",
       "      <td>20220425180115</td>\n",
       "      <td>高级游戏测试开发工程师</td>\n",
       "      <td>20-40k·16薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>阿里巴巴集团</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>['python', '自动化测试']</td>\n",
       "      <td>20220112143814</td>\n",
       "      <td>游戏测试开发工程师</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州纵梦互娱科技有限公司</td>\n",
       "      <td>游戏</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>['学历不限', '测试开发', '黑盒测试', '白盒测试', '功能测试', '性能测试']</td>\n",
       "      <td>20230113164538</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>6-10k·14薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>多益网络有限公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          job.labels  job.refreshTime  \\\n",
       "0                                                 []   20230523113854   \n",
       "1                                                 []   20230601093713   \n",
       "2                                                 []   20230525162747   \n",
       "3                                           ['游戏测试']   20230602173746   \n",
       "4                                                 []   20230510113249   \n",
       "5                  ['白盒测试', '灰盒测试', 'MMO游戏', '手机游戏']   20230511155613   \n",
       "6                                                 []   20230421154154   \n",
       "7                                    ['白盒测试', 'UE4']   20230323103022   \n",
       "8                                           ['白盒测试']   20230323103833   \n",
       "9                                        ['游戏测试工程师']   20230603112505   \n",
       "10        ['Python', 'C++', '功能测试', '白盒测试', 'MMO游戏']   20230323103339   \n",
       "11                                 ['Lua', 'Python']   20230530112003   \n",
       "12                                           ['sql']   20200731155422   \n",
       "13                         ['性能测试', '功能测试', '自动化测试']   20221017105828   \n",
       "14         ['安全测试', '软件测试', '性能测试', '自动化测试', '白盒测试']   20220623162327   \n",
       "15                                          ['软件测试']   20211230101951   \n",
       "16                                                []   20200325152625   \n",
       "17                                        ['Python']   20210302140244   \n",
       "18                                                []   20230522144008   \n",
       "19                                  ['灰盒测试', '白盒测试']   20230529160657   \n",
       "20                        ['测试开发', 'Python', '游戏测试']   20220425180115   \n",
       "21                               ['python', '自动化测试']   20220112143814   \n",
       "22  ['学历不限', '测试开发', '黑盒测试', '白盒测试', '功能测试', '性能测试']   20230113164538   \n",
       "\n",
       "                   job.title  job.salary  job.dq  job.topJob  \\\n",
       "0                    游戏测试工程师  10-15k·13薪  广州-天河区       False   \n",
       "1              游戏测试工程师（网易游戏）  40-65k·16薪      广州       False   \n",
       "2                  高级游戏测试工程师  30-60k·16薪      广州       False   \n",
       "3                    游戏测试工程师  10-18k·13薪      广州       False   \n",
       "4                  资深游戏测试工程师  20-30k·15薪  广州-天河区       False   \n",
       "5                  高级游戏测试工程师  30-50k·16薪  广州-海珠区       False   \n",
       "6                  资深游戏测试工程师      30-45k  广州-天河区       False   \n",
       "7         高级游戏测试工程师（网易-赛车类型）  15-25k·16薪  广州-天河区       False   \n",
       "8         高级游戏测试工程师（合作产品-网易）  15-25k·16薪  广州-天河区       False   \n",
       "9                  高级游戏测试工程师  45-75k·14薪      广州       False   \n",
       "10        高级游戏测试工程师(网易-梦幻西游）  15-25k·16薪  广州-天河区       False   \n",
       "11  阿里灵犀互娱-高级游戏测试工程师（SLG）-质管      10-20k      广州       False   \n",
       "12                   游戏测试工程师   6-12k·13薪      广州       False   \n",
       "13            游戏测试工程师 （高玩方向）  12-24k·15薪      广州       False   \n",
       "14                   游戏测试工程师   7-12k·14薪  广州-黄埔区       False   \n",
       "15                   游戏测试工程师   8-12k·13薪  广州-天河区       False   \n",
       "16                   游戏测试工程师        5-8k  广州-天河区       False   \n",
       "17                   游戏测试工程师        5-8k      广州       False   \n",
       "18  阿里灵犀互娱-游戏测试开发工程师（MMO）-广州      10-20k      广州       False   \n",
       "19        高级游戏测试开发工程师/测试开发专家      40-65k      广州       False   \n",
       "20               高级游戏测试开发工程师  20-40k·16薪  广州-海珠区       False   \n",
       "21                 游戏测试开发工程师      10-15k      广州       False   \n",
       "22                   游戏测试工程师   6-10k·14薪  广州-黄埔区       False   \n",
       "\n",
       "   job.requireWorkYears job.requireEduLevel comp.compStage comp.compName  \\\n",
       "0                  经验不限               本科及以上          融资未公开    某大型知名互联网公司   \n",
       "1                  3-5年                统招本科          融资未公开    某广州大型互联网公司   \n",
       "2                  经验不限               本科及以上            已上市      某知名互联网公司   \n",
       "3                  1-3年                统招本科          融资未公开      广州四三九九游戏   \n",
       "4                 5-10年               本科及以上          融资未公开      某知名互联网公司   \n",
       "5                  3-5年               本科及以上            NaN       国内互联网大厂   \n",
       "6                 5-10年                统招本科            NaN          乐游方舟   \n",
       "7                  1-3年                统招本科            已上市    某杭州互联网上市公司   \n",
       "8                  1-3年                统招本科            已上市    某杭州互联网上市公司   \n",
       "9                 5-10年                统招本科          融资未公开  某广州大型计算机软件公司   \n",
       "10                 1-3年                统招本科            已上市    某杭州互联网上市公司   \n",
       "11                 经验不限                  本科           港股上市        阿里巴巴集团   \n",
       "12                 1-3年                  大专           战略投资  广州游爱网络技术有限公司   \n",
       "13                 3-5年                  大专            NaN          三七互娱   \n",
       "14                 经验不限                学历不限            NaN      多益网络有限公司   \n",
       "15                 1-3年                  本科            NaN           可酷淘   \n",
       "16                 1-3年                  大专            NaN   广州市汇宸科技有限公司   \n",
       "17                 经验不限                学历不限            NaN          星辉游戏   \n",
       "18                 经验不限                  本科           港股上市        阿里巴巴集团   \n",
       "19                 3-5年               大专及以上            已上市   某 知名互联网上市公司   \n",
       "20                 3-5年                  本科           港股上市        阿里巴巴集团   \n",
       "21                 3-5年                  本科            NaN  广州纵梦互娱科技有限公司   \n",
       "22                  NaN                 NaN            NaN      多益网络有限公司   \n",
       "\n",
       "   comp.compIndustry comp.compScale  \n",
       "0                互联网       10000人以上  \n",
       "1                互联网       10000人以上  \n",
       "2                互联网       10000人以上  \n",
       "3                 游戏     1000-2000人  \n",
       "4               金融科技     1000-2000人  \n",
       "5             互联网/电商       10000人以上  \n",
       "6                 游戏       500-999人  \n",
       "7                互联网       10000人以上  \n",
       "8                互联网       10000人以上  \n",
       "9              计算机软件    5000-10000人  \n",
       "10               互联网       10000人以上  \n",
       "11               互联网       10000人以上  \n",
       "12                游戏     1000-2000人  \n",
       "13               互联网     2000-5000人  \n",
       "14               互联网     2000-5000人  \n",
       "15               互联网       100-499人  \n",
       "16                游戏          1-49人  \n",
       "17                游戏       500-999人  \n",
       "18               互联网       10000人以上  \n",
       "19            互联网/电商       10000人以上  \n",
       "20               互联网       10000人以上  \n",
       "21                游戏         50-99人  \n",
       "22               互联网     2000-5000人  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz =  df[['job.labels','job.refreshTime','job.title','job.salary','job.dq','job.topJob','job.requireWorkYears','job.requireEduLevel','comp.compStage','comp.compName','comp.compIndustry','comp.compScale']]\n",
    "df_PM_gz"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "66931fa5",
   "metadata": {},
   "source": [
    "## 广州的PM地区分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "40af9bd5",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "广州        11\n",
       "广州-天河区     8\n",
       "广州-海珠区     2\n",
       "广州-黄埔区     2\n",
       "Name: job.dq, dtype: int64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.dq'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "078e85cc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['天河区', '海珠区', '黄埔区']"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[ i.split('-')[1] for i in df_PM_gz['job.dq'].value_counts().index.tolist() if '-'  in i]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "6e2e2626",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['天河区', '海珠区', '黄埔区']"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "广州地区 = [ i.split('-')[1] for i in df_PM_gz['job.dq'].value_counts().index.tolist() if '-'  in i]\n",
    "广州地区"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "6c2a3f0f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[8, 2, 2]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "广州_岗位个数 = df_PM_gz['job.dq'].value_counts().values.tolist()[1:]\n",
    "广州_岗位个数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "1d6a1a77",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 可视化：以可视化工具数据形态符合的数据进行输入\n",
    "\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Map\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "c = (\n",
    "    Map()\n",
    "    .add(用户输入的地区, [list(z) for z in zip(广州地区, 广州_岗位个数)], 用户输入的地区)\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title='Map-'+用户输入的地区+'地图'), visualmap_opts=opts.VisualMapOpts()\n",
    "    )\n",
    "    .render( key+\"_dq_map_地区分布_\"+output_time+\".html\")\n",
    ")\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2eeb9e36",
   "metadata": {},
   "source": [
    "## 职位分布\n",
    "\n",
    "* 知识点：dataframe字符串处理\n",
    "> 1. [pandas.series.str](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "b865f4c9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                      游戏测试工程师\n",
       "1                游戏测试工程师（网易游戏）\n",
       "2                    高级游戏测试工程师\n",
       "3                      游戏测试工程师\n",
       "4                    资深游戏测试工程师\n",
       "5                    高级游戏测试工程师\n",
       "6                    资深游戏测试工程师\n",
       "7           高级游戏测试工程师（网易-赛车类型）\n",
       "8           高级游戏测试工程师（合作产品-网易）\n",
       "9                    高级游戏测试工程师\n",
       "10          高级游戏测试工程师(网易-梦幻西游）\n",
       "11    阿里灵犀互娱-高级游戏测试工程师（SLG）-质管\n",
       "12                     游戏测试工程师\n",
       "13              游戏测试工程师 （高玩方向）\n",
       "14                     游戏测试工程师\n",
       "15                     游戏测试工程师\n",
       "16                     游戏测试工程师\n",
       "17                     游戏测试工程师\n",
       "18    阿里灵犀互娱-游戏测试开发工程师（MMO）-广州\n",
       "19          高级游戏测试开发工程师/测试开发专家\n",
       "20                 高级游戏测试开发工程师\n",
       "21                   游戏测试开发工程师\n",
       "22                     游戏测试工程师\n",
       "Name: job.title, dtype: object"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    " df_PM_gz['job.title']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "7bdd1791",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1              游戏测试工程师\n",
       "7            高级游戏测试工程师\n",
       "8            高级游戏测试工程师\n",
       "11    阿里灵犀互娱-高级游戏测试工程师\n",
       "13            游戏测试工程师 \n",
       "18    阿里灵犀互娱-游戏测试开发工程师\n",
       "Name: job.title, dtype: object"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 还要合并回去原来的行\n",
    "df_PM_gz['job.title'][   df_PM_gz['job.title'].str.contains('（')   ].str.split('（').apply(lambda x:x[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "67ce6925",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "游戏测试工程师             9\n",
       "高级游戏测试工程师           6\n",
       "资深游戏测试工程师           2\n",
       "高级游戏测试开发工程师         2\n",
       "阿里灵犀互娱-高级游戏测试工程师    1\n",
       "游戏测试工程师             1\n",
       "阿里灵犀互娱-游戏测试开发工程师    1\n",
       "游戏测试开发工程师           1\n",
       "Name: job.title, dtype: int64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 处理过一些，清洗后的数据\n",
    "df_job_title = df_PM_gz['job.title'].apply(lambda x:x.split('（')[0].split('/')[0].split('(')[0]).value_counts()\n",
    "df_job_title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "002d568f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['游戏测试工程师',\n",
       " '高级游戏测试工程师',\n",
       " '资深游戏测试工程师',\n",
       " '高级游戏测试开发工程师',\n",
       " '阿里灵犀互娱-高级游戏测试工程师',\n",
       " '游戏测试工程师 ',\n",
       " '阿里灵犀互娱-游戏测试开发工程师',\n",
       " '游戏测试开发工程师']"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_job_title.index.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "02180275",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df_job_title.index.tolist())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "e8c8f438",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[9, 6, 2, 2, 1, 1, 1, 1]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_job_title.values.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "24635f28",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "游戏测试工程师                     8\n",
       "高级游戏测试工程师                   3\n",
       "资深游戏测试工程师                   2\n",
       "游戏测试工程师（网易游戏）               1\n",
       "高级游戏测试工程师（网易-赛车类型）          1\n",
       "高级游戏测试工程师（合作产品-网易）          1\n",
       "高级游戏测试工程师(网易-梦幻西游）          1\n",
       "阿里灵犀互娱-高级游戏测试工程师（SLG）-质管    1\n",
       "游戏测试工程师 （高玩方向）              1\n",
       "阿里灵犀互娱-游戏测试开发工程师（MMO）-广州    1\n",
       "高级游戏测试开发工程师/测试开发专家          1\n",
       "高级游戏测试开发工程师                 1\n",
       "游戏测试开发工程师                   1\n",
       "Name: job.title, dtype: int64"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 未处理字符串的数据（不太整洁和干净的数据）\n",
    "df_PM_gz['job.title'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "0a02f2bc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('高级游戏测试工程师', 6),\n",
       " ('资深游戏测试工程师', 2),\n",
       " ('高级游戏测试开发工程师', 2),\n",
       " ('阿里灵犀互娱-高级游戏测试工程师', 1),\n",
       " ('游戏测试工程师 ', 1),\n",
       " ('阿里灵犀互娱-游戏测试开发工程师', 1),\n",
       " ('游戏测试开发工程师', 1)]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 列表推导式\n",
    "PM_title_words = [(  df_job_title.index.tolist()[i]   ,   df_job_title.values.tolist()[i]  )    for i in range(1,len(df_job_title.index.tolist())) ]\n",
    "PM_title_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "601ce6a9",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import WordCloud\n",
    "from pyecharts.globals import SymbolType\n",
    "\n",
    "c = (\n",
    "    WordCloud()\n",
    "    .add(\"\", PM_title_words, word_size_range=[20, 100], shape=SymbolType.DIAMOND)\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"WordCloud-shape-diamond\"))\n",
    "    .render( key +\"_wordcloud_map_岗位名称_\"+ output_time+\".html\")\n",
    ")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6dd926d7",
   "metadata": {},
   "source": [
    "## job.labels\n",
    "\n",
    "* 目标：统计labels的数量并做词云图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "692c0136",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                                                   []\n",
       "1                                                   []\n",
       "2                                                   []\n",
       "3                                             ['游戏测试']\n",
       "4                                                   []\n",
       "5                    ['白盒测试', '灰盒测试', 'MMO游戏', '手机游戏']\n",
       "6                                                   []\n",
       "7                                      ['白盒测试', 'UE4']\n",
       "8                                             ['白盒测试']\n",
       "9                                          ['游戏测试工程师']\n",
       "10          ['Python', 'C++', '功能测试', '白盒测试', 'MMO游戏']\n",
       "11                                   ['Lua', 'Python']\n",
       "12                                             ['sql']\n",
       "13                           ['性能测试', '功能测试', '自动化测试']\n",
       "14           ['安全测试', '软件测试', '性能测试', '自动化测试', '白盒测试']\n",
       "15                                            ['软件测试']\n",
       "16                                                  []\n",
       "17                                          ['Python']\n",
       "18                                                  []\n",
       "19                                    ['灰盒测试', '白盒测试']\n",
       "20                          ['测试开发', 'Python', '游戏测试']\n",
       "21                                 ['python', '自动化测试']\n",
       "22    ['学历不限', '测试开发', '黑盒测试', '白盒测试', '功能测试', '性能测试']\n",
       "Name: job.labels, dtype: object"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    " df_PM_gz['job.labels']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "58da6bb3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['[]', '[]', '[]', \"['游戏测试']\", '[]',\n",
       "       \"['白盒测试', '灰盒测试', 'MMO游戏', '手机游戏']\", '[]', \"['白盒测试', 'UE4']\",\n",
       "       \"['白盒测试']\", \"['游戏测试工程师']\",\n",
       "       \"['Python', 'C++', '功能测试', '白盒测试', 'MMO游戏']\", \"['Lua', 'Python']\",\n",
       "       \"['sql']\", \"['性能测试', '功能测试', '自动化测试']\",\n",
       "       \"['安全测试', '软件测试', '性能测试', '自动化测试', '白盒测试']\", \"['软件测试']\", '[]',\n",
       "       \"['Python']\", '[]', \"['灰盒测试', '白盒测试']\",\n",
       "       \"['测试开发', 'Python', '游戏测试']\", \"['python', '自动化测试']\",\n",
       "       \"['学历不限', '测试开发', '黑盒测试', '白盒测试', '功能测试', '性能测试']\"], dtype=object)"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    " df_PM_gz['job.labels'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "d607c892",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[],\n",
       " [],\n",
       " [],\n",
       " ['游戏测试'],\n",
       " [],\n",
       " ['白盒测试', '灰盒测试', 'MMO游戏', '手机游戏'],\n",
       " [],\n",
       " ['白盒测试', 'UE4'],\n",
       " ['白盒测试'],\n",
       " ['游戏测试工程师'],\n",
       " ['Python', 'C++', '功能测试', '白盒测试', 'MMO游戏'],\n",
       " ['Lua', 'Python'],\n",
       " ['sql'],\n",
       " ['性能测试', '功能测试', '自动化测试'],\n",
       " ['安全测试', '软件测试', '性能测试', '自动化测试', '白盒测试'],\n",
       " ['软件测试'],\n",
       " [],\n",
       " ['Python'],\n",
       " [],\n",
       " ['灰盒测试', '白盒测试'],\n",
       " ['测试开发', 'Python', '游戏测试'],\n",
       " ['python', '自动化测试'],\n",
       " ['学历不限', '测试开发', '黑盒测试', '白盒测试', '功能测试', '性能测试']]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.labels'].apply(lambda x:eval(x)).tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "cdd091f5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['游戏测试',\n",
       " '白盒测试',\n",
       " '灰盒测试',\n",
       " 'MMO游戏',\n",
       " '手机游戏',\n",
       " '白盒测试',\n",
       " 'UE4',\n",
       " '白盒测试',\n",
       " '游戏测试工程师',\n",
       " 'Python',\n",
       " 'C++',\n",
       " '功能测试',\n",
       " '白盒测试',\n",
       " 'MMO游戏',\n",
       " 'Lua',\n",
       " 'Python',\n",
       " 'sql',\n",
       " '性能测试',\n",
       " '功能测试',\n",
       " '自动化测试',\n",
       " '安全测试',\n",
       " '软件测试',\n",
       " '性能测试',\n",
       " '自动化测试',\n",
       " '白盒测试',\n",
       " '软件测试',\n",
       " 'Python',\n",
       " '灰盒测试',\n",
       " '白盒测试',\n",
       " '测试开发',\n",
       " 'Python',\n",
       " '游戏测试',\n",
       " 'python',\n",
       " '自动化测试',\n",
       " '学历不限',\n",
       " '测试开发',\n",
       " '黑盒测试',\n",
       " '白盒测试',\n",
       " '功能测试',\n",
       " '性能测试']"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 列表的推导式\n",
    "PM_labels_list = [j     for i in df_PM_gz['job.labels'].apply(lambda x:eval(x)).tolist()       for j in i    ]\n",
    "PM_labels_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "41a5b2f5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('安全测试', 1),\n",
       " ('python', 1),\n",
       " ('软件测试', 2),\n",
       " ('UE4', 1),\n",
       " ('MMO游戏', 2),\n",
       " ('手机游戏', 1),\n",
       " ('游戏测试工程师', 1),\n",
       " ('C++', 1),\n",
       " ('功能测试', 3),\n",
       " ('游戏测试', 2),\n",
       " ('灰盒测试', 2),\n",
       " ('自动化测试', 3),\n",
       " ('性能测试', 3),\n",
       " ('Python', 4),\n",
       " ('Lua', 1),\n",
       " ('白盒测试', 7),\n",
       " ('学历不限', 1),\n",
       " ('测试开发', 2),\n",
       " ('黑盒测试', 1),\n",
       " ('sql', 1)]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 创建words\n",
    "\n",
    "PM_labels_words = [ (i,PM_labels_list.count(i)) for i in set(PM_labels_list)]\n",
    "PM_labels_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "251470c9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 可视化词云图\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import WordCloud\n",
    "from pyecharts.globals import SymbolType\n",
    "\n",
    "c = (\n",
    "    WordCloud()\n",
    "    .add(\"\", PM_labels_words, word_size_range=[20, 100], shape=SymbolType.DIAMOND)\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"WordCloud-shape-diamond\"))\n",
    "    .render( key +\"_wordcloud_map_职位标签_\"+ output_time+\".html\")\n",
    ")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f4a2acfd",
   "metadata": {},
   "source": [
    "## 薪资-（平均薪资）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "16561a4f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>职位标签</th>\n",
       "      <th>职位更新时间</th>\n",
       "      <th>职位</th>\n",
       "      <th>薪资</th>\n",
       "      <th>地区</th>\n",
       "      <th>是否top职位</th>\n",
       "      <th>工作年限</th>\n",
       "      <th>学历</th>\n",
       "      <th>公司融资情况</th>\n",
       "      <th>公司名称</th>\n",
       "      <th>行业</th>\n",
       "      <th>规模</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230523113854</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>10-15k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某大型知名互联网公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230601093713</td>\n",
       "      <td>游戏测试工程师（网易游戏）</td>\n",
       "      <td>40-65k·16薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某广州大型互联网公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230525162747</td>\n",
       "      <td>高级游戏测试工程师</td>\n",
       "      <td>30-60k·16薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>已上市</td>\n",
       "      <td>某知名互联网公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>['游戏测试']</td>\n",
       "      <td>20230602173746</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>10-18k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>广州四三九九游戏</td>\n",
       "      <td>游戏</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230510113249</td>\n",
       "      <td>资深游戏测试工程师</td>\n",
       "      <td>20-30k·15薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某知名互联网公司</td>\n",
       "      <td>金融科技</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>['白盒测试', '灰盒测试', 'MMO游戏', '手机游戏']</td>\n",
       "      <td>20230511155613</td>\n",
       "      <td>高级游戏测试工程师</td>\n",
       "      <td>30-50k·16薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>国内互联网大厂</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230421154154</td>\n",
       "      <td>资深游戏测试工程师</td>\n",
       "      <td>30-45k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>乐游方舟</td>\n",
       "      <td>游戏</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>['白盒测试', 'UE4']</td>\n",
       "      <td>20230323103022</td>\n",
       "      <td>高级游戏测试工程师（网易-赛车类型）</td>\n",
       "      <td>15-25k·16薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>已上市</td>\n",
       "      <td>某杭州互联网上市公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>['白盒测试']</td>\n",
       "      <td>20230323103833</td>\n",
       "      <td>高级游戏测试工程师（合作产品-网易）</td>\n",
       "      <td>15-25k·16薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>已上市</td>\n",
       "      <td>某杭州互联网上市公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>['游戏测试工程师']</td>\n",
       "      <td>20230603112505</td>\n",
       "      <td>高级游戏测试工程师</td>\n",
       "      <td>45-75k·14薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某广州大型计算机软件公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>['Python', 'C++', '功能测试', '白盒测试', 'MMO游戏']</td>\n",
       "      <td>20230323103339</td>\n",
       "      <td>高级游戏测试工程师(网易-梦幻西游）</td>\n",
       "      <td>15-25k·16薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>已上市</td>\n",
       "      <td>某杭州互联网上市公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>['Lua', 'Python']</td>\n",
       "      <td>20230530112003</td>\n",
       "      <td>阿里灵犀互娱-高级游戏测试工程师（SLG）-质管</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>阿里巴巴集团</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>['sql']</td>\n",
       "      <td>20200731155422</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>6-12k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>大专</td>\n",
       "      <td>战略投资</td>\n",
       "      <td>广州游爱网络技术有限公司</td>\n",
       "      <td>游戏</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>['性能测试', '功能测试', '自动化测试']</td>\n",
       "      <td>20221017105828</td>\n",
       "      <td>游戏测试工程师 （高玩方向）</td>\n",
       "      <td>12-24k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "      <td>三七互娱</td>\n",
       "      <td>互联网</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>['安全测试', '软件测试', '性能测试', '自动化测试', '白盒测试']</td>\n",
       "      <td>20220623162327</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>7-12k·14薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>NaN</td>\n",
       "      <td>多益网络有限公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>['软件测试']</td>\n",
       "      <td>20211230101951</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>8-12k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>可酷淘</td>\n",
       "      <td>互联网</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>[]</td>\n",
       "      <td>20200325152625</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>5-8k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州市汇宸科技有限公司</td>\n",
       "      <td>游戏</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>['Python']</td>\n",
       "      <td>20210302140244</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>5-8k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>NaN</td>\n",
       "      <td>星辉游戏</td>\n",
       "      <td>游戏</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230522144008</td>\n",
       "      <td>阿里灵犀互娱-游戏测试开发工程师（MMO）-广州</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>阿里巴巴集团</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>['灰盒测试', '白盒测试']</td>\n",
       "      <td>20230529160657</td>\n",
       "      <td>高级游戏测试开发工程师/测试开发专家</td>\n",
       "      <td>40-65k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>已上市</td>\n",
       "      <td>某 知名互联网上市公司</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>['测试开发', 'Python', '游戏测试']</td>\n",
       "      <td>20220425180115</td>\n",
       "      <td>高级游戏测试开发工程师</td>\n",
       "      <td>20-40k·16薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>阿里巴巴集团</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>['python', '自动化测试']</td>\n",
       "      <td>20220112143814</td>\n",
       "      <td>游戏测试开发工程师</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州纵梦互娱科技有限公司</td>\n",
       "      <td>游戏</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>['学历不限', '测试开发', '黑盒测试', '白盒测试', '功能测试', '性能测试']</td>\n",
       "      <td>20230113164538</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>6-10k·14薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>多益网络有限公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                职位标签          职位更新时间  \\\n",
       "0                                                 []  20230523113854   \n",
       "1                                                 []  20230601093713   \n",
       "2                                                 []  20230525162747   \n",
       "3                                           ['游戏测试']  20230602173746   \n",
       "4                                                 []  20230510113249   \n",
       "5                  ['白盒测试', '灰盒测试', 'MMO游戏', '手机游戏']  20230511155613   \n",
       "6                                                 []  20230421154154   \n",
       "7                                    ['白盒测试', 'UE4']  20230323103022   \n",
       "8                                           ['白盒测试']  20230323103833   \n",
       "9                                        ['游戏测试工程师']  20230603112505   \n",
       "10        ['Python', 'C++', '功能测试', '白盒测试', 'MMO游戏']  20230323103339   \n",
       "11                                 ['Lua', 'Python']  20230530112003   \n",
       "12                                           ['sql']  20200731155422   \n",
       "13                         ['性能测试', '功能测试', '自动化测试']  20221017105828   \n",
       "14         ['安全测试', '软件测试', '性能测试', '自动化测试', '白盒测试']  20220623162327   \n",
       "15                                          ['软件测试']  20211230101951   \n",
       "16                                                []  20200325152625   \n",
       "17                                        ['Python']  20210302140244   \n",
       "18                                                []  20230522144008   \n",
       "19                                  ['灰盒测试', '白盒测试']  20230529160657   \n",
       "20                        ['测试开发', 'Python', '游戏测试']  20220425180115   \n",
       "21                               ['python', '自动化测试']  20220112143814   \n",
       "22  ['学历不限', '测试开发', '黑盒测试', '白盒测试', '功能测试', '性能测试']  20230113164538   \n",
       "\n",
       "                          职位          薪资      地区  是否top职位   工作年限     学历  \\\n",
       "0                    游戏测试工程师  10-15k·13薪  广州-天河区    False   经验不限  本科及以上   \n",
       "1              游戏测试工程师（网易游戏）  40-65k·16薪      广州    False   3-5年   统招本科   \n",
       "2                  高级游戏测试工程师  30-60k·16薪      广州    False   经验不限  本科及以上   \n",
       "3                    游戏测试工程师  10-18k·13薪      广州    False   1-3年   统招本科   \n",
       "4                  资深游戏测试工程师  20-30k·15薪  广州-天河区    False  5-10年  本科及以上   \n",
       "5                  高级游戏测试工程师  30-50k·16薪  广州-海珠区    False   3-5年  本科及以上   \n",
       "6                  资深游戏测试工程师      30-45k  广州-天河区    False  5-10年   统招本科   \n",
       "7         高级游戏测试工程师（网易-赛车类型）  15-25k·16薪  广州-天河区    False   1-3年   统招本科   \n",
       "8         高级游戏测试工程师（合作产品-网易）  15-25k·16薪  广州-天河区    False   1-3年   统招本科   \n",
       "9                  高级游戏测试工程师  45-75k·14薪      广州    False  5-10年   统招本科   \n",
       "10        高级游戏测试工程师(网易-梦幻西游）  15-25k·16薪  广州-天河区    False   1-3年   统招本科   \n",
       "11  阿里灵犀互娱-高级游戏测试工程师（SLG）-质管      10-20k      广州    False   经验不限     本科   \n",
       "12                   游戏测试工程师   6-12k·13薪      广州    False   1-3年     大专   \n",
       "13            游戏测试工程师 （高玩方向）  12-24k·15薪      广州    False   3-5年     大专   \n",
       "14                   游戏测试工程师   7-12k·14薪  广州-黄埔区    False   经验不限   学历不限   \n",
       "15                   游戏测试工程师   8-12k·13薪  广州-天河区    False   1-3年     本科   \n",
       "16                   游戏测试工程师        5-8k  广州-天河区    False   1-3年     大专   \n",
       "17                   游戏测试工程师        5-8k      广州    False   经验不限   学历不限   \n",
       "18  阿里灵犀互娱-游戏测试开发工程师（MMO）-广州      10-20k      广州    False   经验不限     本科   \n",
       "19        高级游戏测试开发工程师/测试开发专家      40-65k      广州    False   3-5年  大专及以上   \n",
       "20               高级游戏测试开发工程师  20-40k·16薪  广州-海珠区    False   3-5年     本科   \n",
       "21                 游戏测试开发工程师      10-15k      广州    False   3-5年     本科   \n",
       "22                   游戏测试工程师   6-10k·14薪  广州-黄埔区    False    NaN    NaN   \n",
       "\n",
       "   公司融资情况          公司名称      行业           规模  \n",
       "0   融资未公开    某大型知名互联网公司     互联网     10000人以上  \n",
       "1   融资未公开    某广州大型互联网公司     互联网     10000人以上  \n",
       "2     已上市      某知名互联网公司     互联网     10000人以上  \n",
       "3   融资未公开      广州四三九九游戏      游戏   1000-2000人  \n",
       "4   融资未公开      某知名互联网公司    金融科技   1000-2000人  \n",
       "5     NaN       国内互联网大厂  互联网/电商     10000人以上  \n",
       "6     NaN          乐游方舟      游戏     500-999人  \n",
       "7     已上市    某杭州互联网上市公司     互联网     10000人以上  \n",
       "8     已上市    某杭州互联网上市公司     互联网     10000人以上  \n",
       "9   融资未公开  某广州大型计算机软件公司   计算机软件  5000-10000人  \n",
       "10    已上市    某杭州互联网上市公司     互联网     10000人以上  \n",
       "11   港股上市        阿里巴巴集团     互联网     10000人以上  \n",
       "12   战略投资  广州游爱网络技术有限公司      游戏   1000-2000人  \n",
       "13    NaN          三七互娱     互联网   2000-5000人  \n",
       "14    NaN      多益网络有限公司     互联网   2000-5000人  \n",
       "15    NaN           可酷淘     互联网     100-499人  \n",
       "16    NaN   广州市汇宸科技有限公司      游戏        1-49人  \n",
       "17    NaN          星辉游戏      游戏     500-999人  \n",
       "18   港股上市        阿里巴巴集团     互联网     10000人以上  \n",
       "19    已上市   某 知名互联网上市公司  互联网/电商     10000人以上  \n",
       "20   港股上市        阿里巴巴集团     互联网     10000人以上  \n",
       "21    NaN  广州纵梦互娱科技有限公司      游戏       50-99人  \n",
       "22    NaN      多益网络有限公司     互联网   2000-5000人  "
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# columns 重命名\n",
    "df_PM_gz = df_PM_gz.rename(columns={\n",
    "    'job.labels':'职位标签',\n",
    "    'job.refreshTime':'职位更新时间',\n",
    "    'job.title':'职位',\n",
    "    'job.salary':'薪资',\n",
    "    'job.dq':'地区',\n",
    "    'job.topJob':'是否top职位',\n",
    "    'job.requireWorkYears':'工作年限',\n",
    "    'job.requireEduLevel':'学历',\n",
    "    'comp.compStage':'公司融资情况',\n",
    "    'comp.compName':'公司名称',\n",
    "    'comp.compIndustry':'行业',\n",
    "    'comp.compScale':'规模'\n",
    "})\n",
    "df_PM_gz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "00bdb902",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>职位标签</th>\n",
       "      <th>职位更新时间</th>\n",
       "      <th>职位</th>\n",
       "      <th>薪资</th>\n",
       "      <th>地区</th>\n",
       "      <th>是否top职位</th>\n",
       "      <th>工作年限</th>\n",
       "      <th>学历</th>\n",
       "      <th>公司融资情况</th>\n",
       "      <th>公司名称</th>\n",
       "      <th>行业</th>\n",
       "      <th>规模</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230523113854</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>10-15k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某大型知名互联网公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230601093713</td>\n",
       "      <td>游戏测试工程师（网易游戏）</td>\n",
       "      <td>40-65k·16薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某广州大型互联网公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230525162747</td>\n",
       "      <td>高级游戏测试工程师</td>\n",
       "      <td>30-60k·16薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>已上市</td>\n",
       "      <td>某知名互联网公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>['游戏测试']</td>\n",
       "      <td>20230602173746</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>10-18k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>广州四三九九游戏</td>\n",
       "      <td>游戏</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230510113249</td>\n",
       "      <td>资深游戏测试工程师</td>\n",
       "      <td>20-30k·15薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某知名互联网公司</td>\n",
       "      <td>金融科技</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>['白盒测试', '灰盒测试', 'MMO游戏', '手机游戏']</td>\n",
       "      <td>20230511155613</td>\n",
       "      <td>高级游戏测试工程师</td>\n",
       "      <td>30-50k·16薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>国内互联网大厂</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230421154154</td>\n",
       "      <td>资深游戏测试工程师</td>\n",
       "      <td>30-45k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>乐游方舟</td>\n",
       "      <td>游戏</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>['白盒测试', 'UE4']</td>\n",
       "      <td>20230323103022</td>\n",
       "      <td>高级游戏测试工程师（网易-赛车类型）</td>\n",
       "      <td>15-25k·16薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>已上市</td>\n",
       "      <td>某杭州互联网上市公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>['白盒测试']</td>\n",
       "      <td>20230323103833</td>\n",
       "      <td>高级游戏测试工程师（合作产品-网易）</td>\n",
       "      <td>15-25k·16薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>已上市</td>\n",
       "      <td>某杭州互联网上市公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>['游戏测试工程师']</td>\n",
       "      <td>20230603112505</td>\n",
       "      <td>高级游戏测试工程师</td>\n",
       "      <td>45-75k·14薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某广州大型计算机软件公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>['Python', 'C++', '功能测试', '白盒测试', 'MMO游戏']</td>\n",
       "      <td>20230323103339</td>\n",
       "      <td>高级游戏测试工程师(网易-梦幻西游）</td>\n",
       "      <td>15-25k·16薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>已上市</td>\n",
       "      <td>某杭州互联网上市公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>['Lua', 'Python']</td>\n",
       "      <td>20230530112003</td>\n",
       "      <td>阿里灵犀互娱-高级游戏测试工程师（SLG）-质管</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>阿里巴巴集团</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>['sql']</td>\n",
       "      <td>20200731155422</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>6-12k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>大专</td>\n",
       "      <td>战略投资</td>\n",
       "      <td>广州游爱网络技术有限公司</td>\n",
       "      <td>游戏</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>['性能测试', '功能测试', '自动化测试']</td>\n",
       "      <td>20221017105828</td>\n",
       "      <td>游戏测试工程师 （高玩方向）</td>\n",
       "      <td>12-24k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "      <td>三七互娱</td>\n",
       "      <td>互联网</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>['安全测试', '软件测试', '性能测试', '自动化测试', '白盒测试']</td>\n",
       "      <td>20220623162327</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>7-12k·14薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>NaN</td>\n",
       "      <td>多益网络有限公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>['软件测试']</td>\n",
       "      <td>20211230101951</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>8-12k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>可酷淘</td>\n",
       "      <td>互联网</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>[]</td>\n",
       "      <td>20200325152625</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>5-8k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州市汇宸科技有限公司</td>\n",
       "      <td>游戏</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>['Python']</td>\n",
       "      <td>20210302140244</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>5-8k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>NaN</td>\n",
       "      <td>星辉游戏</td>\n",
       "      <td>游戏</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230522144008</td>\n",
       "      <td>阿里灵犀互娱-游戏测试开发工程师（MMO）-广州</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>阿里巴巴集团</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>['灰盒测试', '白盒测试']</td>\n",
       "      <td>20230529160657</td>\n",
       "      <td>高级游戏测试开发工程师/测试开发专家</td>\n",
       "      <td>40-65k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>已上市</td>\n",
       "      <td>某 知名互联网上市公司</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>['测试开发', 'Python', '游戏测试']</td>\n",
       "      <td>20220425180115</td>\n",
       "      <td>高级游戏测试开发工程师</td>\n",
       "      <td>20-40k·16薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>阿里巴巴集团</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>['python', '自动化测试']</td>\n",
       "      <td>20220112143814</td>\n",
       "      <td>游戏测试开发工程师</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州纵梦互娱科技有限公司</td>\n",
       "      <td>游戏</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>['学历不限', '测试开发', '黑盒测试', '白盒测试', '功能测试', '性能测试']</td>\n",
       "      <td>20230113164538</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>6-10k·14薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>多益网络有限公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                职位标签          职位更新时间  \\\n",
       "0                                                 []  20230523113854   \n",
       "1                                                 []  20230601093713   \n",
       "2                                                 []  20230525162747   \n",
       "3                                           ['游戏测试']  20230602173746   \n",
       "4                                                 []  20230510113249   \n",
       "5                  ['白盒测试', '灰盒测试', 'MMO游戏', '手机游戏']  20230511155613   \n",
       "6                                                 []  20230421154154   \n",
       "7                                    ['白盒测试', 'UE4']  20230323103022   \n",
       "8                                           ['白盒测试']  20230323103833   \n",
       "9                                        ['游戏测试工程师']  20230603112505   \n",
       "10        ['Python', 'C++', '功能测试', '白盒测试', 'MMO游戏']  20230323103339   \n",
       "11                                 ['Lua', 'Python']  20230530112003   \n",
       "12                                           ['sql']  20200731155422   \n",
       "13                         ['性能测试', '功能测试', '自动化测试']  20221017105828   \n",
       "14         ['安全测试', '软件测试', '性能测试', '自动化测试', '白盒测试']  20220623162327   \n",
       "15                                          ['软件测试']  20211230101951   \n",
       "16                                                []  20200325152625   \n",
       "17                                        ['Python']  20210302140244   \n",
       "18                                                []  20230522144008   \n",
       "19                                  ['灰盒测试', '白盒测试']  20230529160657   \n",
       "20                        ['测试开发', 'Python', '游戏测试']  20220425180115   \n",
       "21                               ['python', '自动化测试']  20220112143814   \n",
       "22  ['学历不限', '测试开发', '黑盒测试', '白盒测试', '功能测试', '性能测试']  20230113164538   \n",
       "\n",
       "                          职位          薪资      地区  是否top职位   工作年限     学历  \\\n",
       "0                    游戏测试工程师  10-15k·13薪  广州-天河区    False   经验不限  本科及以上   \n",
       "1              游戏测试工程师（网易游戏）  40-65k·16薪      广州    False   3-5年   统招本科   \n",
       "2                  高级游戏测试工程师  30-60k·16薪      广州    False   经验不限  本科及以上   \n",
       "3                    游戏测试工程师  10-18k·13薪      广州    False   1-3年   统招本科   \n",
       "4                  资深游戏测试工程师  20-30k·15薪  广州-天河区    False  5-10年  本科及以上   \n",
       "5                  高级游戏测试工程师  30-50k·16薪  广州-海珠区    False   3-5年  本科及以上   \n",
       "6                  资深游戏测试工程师      30-45k  广州-天河区    False  5-10年   统招本科   \n",
       "7         高级游戏测试工程师（网易-赛车类型）  15-25k·16薪  广州-天河区    False   1-3年   统招本科   \n",
       "8         高级游戏测试工程师（合作产品-网易）  15-25k·16薪  广州-天河区    False   1-3年   统招本科   \n",
       "9                  高级游戏测试工程师  45-75k·14薪      广州    False  5-10年   统招本科   \n",
       "10        高级游戏测试工程师(网易-梦幻西游）  15-25k·16薪  广州-天河区    False   1-3年   统招本科   \n",
       "11  阿里灵犀互娱-高级游戏测试工程师（SLG）-质管      10-20k      广州    False   经验不限     本科   \n",
       "12                   游戏测试工程师   6-12k·13薪      广州    False   1-3年     大专   \n",
       "13            游戏测试工程师 （高玩方向）  12-24k·15薪      广州    False   3-5年     大专   \n",
       "14                   游戏测试工程师   7-12k·14薪  广州-黄埔区    False   经验不限   学历不限   \n",
       "15                   游戏测试工程师   8-12k·13薪  广州-天河区    False   1-3年     本科   \n",
       "16                   游戏测试工程师        5-8k  广州-天河区    False   1-3年     大专   \n",
       "17                   游戏测试工程师        5-8k      广州    False   经验不限   学历不限   \n",
       "18  阿里灵犀互娱-游戏测试开发工程师（MMO）-广州      10-20k      广州    False   经验不限     本科   \n",
       "19        高级游戏测试开发工程师/测试开发专家      40-65k      广州    False   3-5年  大专及以上   \n",
       "20               高级游戏测试开发工程师  20-40k·16薪  广州-海珠区    False   3-5年     本科   \n",
       "21                 游戏测试开发工程师      10-15k      广州    False   3-5年     本科   \n",
       "22                   游戏测试工程师   6-10k·14薪  广州-黄埔区    False    NaN    NaN   \n",
       "\n",
       "   公司融资情况          公司名称      行业           规模  \n",
       "0   融资未公开    某大型知名互联网公司     互联网     10000人以上  \n",
       "1   融资未公开    某广州大型互联网公司     互联网     10000人以上  \n",
       "2     已上市      某知名互联网公司     互联网     10000人以上  \n",
       "3   融资未公开      广州四三九九游戏      游戏   1000-2000人  \n",
       "4   融资未公开      某知名互联网公司    金融科技   1000-2000人  \n",
       "5     NaN       国内互联网大厂  互联网/电商     10000人以上  \n",
       "6     NaN          乐游方舟      游戏     500-999人  \n",
       "7     已上市    某杭州互联网上市公司     互联网     10000人以上  \n",
       "8     已上市    某杭州互联网上市公司     互联网     10000人以上  \n",
       "9   融资未公开  某广州大型计算机软件公司   计算机软件  5000-10000人  \n",
       "10    已上市    某杭州互联网上市公司     互联网     10000人以上  \n",
       "11   港股上市        阿里巴巴集团     互联网     10000人以上  \n",
       "12   战略投资  广州游爱网络技术有限公司      游戏   1000-2000人  \n",
       "13    NaN          三七互娱     互联网   2000-5000人  \n",
       "14    NaN      多益网络有限公司     互联网   2000-5000人  \n",
       "15    NaN           可酷淘     互联网     100-499人  \n",
       "16    NaN   广州市汇宸科技有限公司      游戏        1-49人  \n",
       "17    NaN          星辉游戏      游戏     500-999人  \n",
       "18   港股上市        阿里巴巴集团     互联网     10000人以上  \n",
       "19    已上市   某 知名互联网上市公司  互联网/电商     10000人以上  \n",
       "20   港股上市        阿里巴巴集团     互联网     10000人以上  \n",
       "21    NaN  广州纵梦互娱科技有限公司      游戏       50-99人  \n",
       "22    NaN      多益网络有限公司     互联网   2000-5000人  "
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "非薪资面议 = df_PM_gz [ ~df_PM_gz['薪资'].str.contains(\"面议|元/天\")]\n",
    "非薪资面议"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "18d53ef0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['10-15k', '13'],\n",
       " ['40-65k', '16'],\n",
       " ['30-60k', '16'],\n",
       " ['10-18k', '13'],\n",
       " ['20-30k', '15'],\n",
       " ['30-50k', '16'],\n",
       " ['30-45k'],\n",
       " ['15-25k', '16'],\n",
       " ['15-25k', '16'],\n",
       " ['45-75k', '14'],\n",
       " ['15-25k', '16'],\n",
       " ['10-20k'],\n",
       " ['6-12k', '13'],\n",
       " ['12-24k', '15'],\n",
       " ['7-12k', '14'],\n",
       " ['8-12k', '13'],\n",
       " ['5-8k'],\n",
       " ['5-8k'],\n",
       " ['10-20k'],\n",
       " ['40-65k'],\n",
       " ['20-40k', '16'],\n",
       " ['10-15k'],\n",
       " ['6-10k', '14']]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "非薪资面议_detail = 非薪资面议['薪资'].apply(lambda x:x.split('薪')[0].split('·')).tolist()\n",
    "非薪资面议_detail"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "e6004d3a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "13.541666666666666"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(10+15)/2*13/12"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "6296b488",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[13.5,\n",
       " 70.0,\n",
       " 60.0,\n",
       " 15.2,\n",
       " 31.2,\n",
       " 53.3,\n",
       " 37.5,\n",
       " 26.7,\n",
       " 26.7,\n",
       " 70.0,\n",
       " 26.7,\n",
       " 15.0,\n",
       " 9.8,\n",
       " 22.5,\n",
       " 11.1,\n",
       " 10.8,\n",
       " 6.5,\n",
       " 6.5,\n",
       " 15.0,\n",
       " 52.5,\n",
       " 40.0,\n",
       " 12.5,\n",
       " 9.3]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "平均薪资 = [ (int(i[0].split('-')[0]) +int(i[0].split('-')[1].split('k')[0]))/2    \\\n",
    " if len(i)==1 else round((int(i[0].split('-')[0]) +int(i[0].split('-')[1].split('k')[0]))/2*int(i[1])/12,1)     \\\n",
    " for i in 非薪资面议_detail        ] \n",
    "平均薪资"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "b7ee36c9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "23"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(平均薪资)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "0bf7c61d",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "非薪资面议['平均薪资']=平均薪资"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "7de0c864",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>职位标签</th>\n",
       "      <th>职位更新时间</th>\n",
       "      <th>职位</th>\n",
       "      <th>薪资</th>\n",
       "      <th>地区</th>\n",
       "      <th>是否top职位</th>\n",
       "      <th>工作年限</th>\n",
       "      <th>学历</th>\n",
       "      <th>公司融资情况</th>\n",
       "      <th>公司名称</th>\n",
       "      <th>行业</th>\n",
       "      <th>规模</th>\n",
       "      <th>平均薪资</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230523113854</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>10-15k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某大型知名互联网公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>13.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230601093713</td>\n",
       "      <td>游戏测试工程师（网易游戏）</td>\n",
       "      <td>40-65k·16薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某广州大型互联网公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>70.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230525162747</td>\n",
       "      <td>高级游戏测试工程师</td>\n",
       "      <td>30-60k·16薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>已上市</td>\n",
       "      <td>某知名互联网公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>60.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>['游戏测试']</td>\n",
       "      <td>20230602173746</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>10-18k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>广州四三九九游戏</td>\n",
       "      <td>游戏</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>15.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230510113249</td>\n",
       "      <td>资深游戏测试工程师</td>\n",
       "      <td>20-30k·15薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某知名互联网公司</td>\n",
       "      <td>金融科技</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>31.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>['白盒测试', '灰盒测试', 'MMO游戏', '手机游戏']</td>\n",
       "      <td>20230511155613</td>\n",
       "      <td>高级游戏测试工程师</td>\n",
       "      <td>30-50k·16薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>国内互联网大厂</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>53.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230421154154</td>\n",
       "      <td>资深游戏测试工程师</td>\n",
       "      <td>30-45k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>乐游方舟</td>\n",
       "      <td>游戏</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>37.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>['白盒测试', 'UE4']</td>\n",
       "      <td>20230323103022</td>\n",
       "      <td>高级游戏测试工程师（网易-赛车类型）</td>\n",
       "      <td>15-25k·16薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>已上市</td>\n",
       "      <td>某杭州互联网上市公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>26.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>['白盒测试']</td>\n",
       "      <td>20230323103833</td>\n",
       "      <td>高级游戏测试工程师（合作产品-网易）</td>\n",
       "      <td>15-25k·16薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>已上市</td>\n",
       "      <td>某杭州互联网上市公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>26.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>['游戏测试工程师']</td>\n",
       "      <td>20230603112505</td>\n",
       "      <td>高级游戏测试工程师</td>\n",
       "      <td>45-75k·14薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某广州大型计算机软件公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>70.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>['Python', 'C++', '功能测试', '白盒测试', 'MMO游戏']</td>\n",
       "      <td>20230323103339</td>\n",
       "      <td>高级游戏测试工程师(网易-梦幻西游）</td>\n",
       "      <td>15-25k·16薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>已上市</td>\n",
       "      <td>某杭州互联网上市公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>26.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>['Lua', 'Python']</td>\n",
       "      <td>20230530112003</td>\n",
       "      <td>阿里灵犀互娱-高级游戏测试工程师（SLG）-质管</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>阿里巴巴集团</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>['sql']</td>\n",
       "      <td>20200731155422</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>6-12k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>大专</td>\n",
       "      <td>战略投资</td>\n",
       "      <td>广州游爱网络技术有限公司</td>\n",
       "      <td>游戏</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>9.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>['性能测试', '功能测试', '自动化测试']</td>\n",
       "      <td>20221017105828</td>\n",
       "      <td>游戏测试工程师 （高玩方向）</td>\n",
       "      <td>12-24k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "      <td>三七互娱</td>\n",
       "      <td>互联网</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>22.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>['安全测试', '软件测试', '性能测试', '自动化测试', '白盒测试']</td>\n",
       "      <td>20220623162327</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>7-12k·14薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>NaN</td>\n",
       "      <td>多益网络有限公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>11.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>['软件测试']</td>\n",
       "      <td>20211230101951</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>8-12k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>可酷淘</td>\n",
       "      <td>互联网</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>10.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>[]</td>\n",
       "      <td>20200325152625</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>5-8k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州市汇宸科技有限公司</td>\n",
       "      <td>游戏</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>6.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>['Python']</td>\n",
       "      <td>20210302140244</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>5-8k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>NaN</td>\n",
       "      <td>星辉游戏</td>\n",
       "      <td>游戏</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>6.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230522144008</td>\n",
       "      <td>阿里灵犀互娱-游戏测试开发工程师（MMO）-广州</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>阿里巴巴集团</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>['灰盒测试', '白盒测试']</td>\n",
       "      <td>20230529160657</td>\n",
       "      <td>高级游戏测试开发工程师/测试开发专家</td>\n",
       "      <td>40-65k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>已上市</td>\n",
       "      <td>某 知名互联网上市公司</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>52.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>['测试开发', 'Python', '游戏测试']</td>\n",
       "      <td>20220425180115</td>\n",
       "      <td>高级游戏测试开发工程师</td>\n",
       "      <td>20-40k·16薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>阿里巴巴集团</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>40.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>['python', '自动化测试']</td>\n",
       "      <td>20220112143814</td>\n",
       "      <td>游戏测试开发工程师</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州纵梦互娱科技有限公司</td>\n",
       "      <td>游戏</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>12.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>['学历不限', '测试开发', '黑盒测试', '白盒测试', '功能测试', '性能测试']</td>\n",
       "      <td>20230113164538</td>\n",
       "      <td>游戏测试工程师</td>\n",
       "      <td>6-10k·14薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>多益网络有限公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>9.3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                职位标签          职位更新时间  \\\n",
       "0                                                 []  20230523113854   \n",
       "1                                                 []  20230601093713   \n",
       "2                                                 []  20230525162747   \n",
       "3                                           ['游戏测试']  20230602173746   \n",
       "4                                                 []  20230510113249   \n",
       "5                  ['白盒测试', '灰盒测试', 'MMO游戏', '手机游戏']  20230511155613   \n",
       "6                                                 []  20230421154154   \n",
       "7                                    ['白盒测试', 'UE4']  20230323103022   \n",
       "8                                           ['白盒测试']  20230323103833   \n",
       "9                                        ['游戏测试工程师']  20230603112505   \n",
       "10        ['Python', 'C++', '功能测试', '白盒测试', 'MMO游戏']  20230323103339   \n",
       "11                                 ['Lua', 'Python']  20230530112003   \n",
       "12                                           ['sql']  20200731155422   \n",
       "13                         ['性能测试', '功能测试', '自动化测试']  20221017105828   \n",
       "14         ['安全测试', '软件测试', '性能测试', '自动化测试', '白盒测试']  20220623162327   \n",
       "15                                          ['软件测试']  20211230101951   \n",
       "16                                                []  20200325152625   \n",
       "17                                        ['Python']  20210302140244   \n",
       "18                                                []  20230522144008   \n",
       "19                                  ['灰盒测试', '白盒测试']  20230529160657   \n",
       "20                        ['测试开发', 'Python', '游戏测试']  20220425180115   \n",
       "21                               ['python', '自动化测试']  20220112143814   \n",
       "22  ['学历不限', '测试开发', '黑盒测试', '白盒测试', '功能测试', '性能测试']  20230113164538   \n",
       "\n",
       "                          职位          薪资      地区  是否top职位   工作年限     学历  \\\n",
       "0                    游戏测试工程师  10-15k·13薪  广州-天河区    False   经验不限  本科及以上   \n",
       "1              游戏测试工程师（网易游戏）  40-65k·16薪      广州    False   3-5年   统招本科   \n",
       "2                  高级游戏测试工程师  30-60k·16薪      广州    False   经验不限  本科及以上   \n",
       "3                    游戏测试工程师  10-18k·13薪      广州    False   1-3年   统招本科   \n",
       "4                  资深游戏测试工程师  20-30k·15薪  广州-天河区    False  5-10年  本科及以上   \n",
       "5                  高级游戏测试工程师  30-50k·16薪  广州-海珠区    False   3-5年  本科及以上   \n",
       "6                  资深游戏测试工程师      30-45k  广州-天河区    False  5-10年   统招本科   \n",
       "7         高级游戏测试工程师（网易-赛车类型）  15-25k·16薪  广州-天河区    False   1-3年   统招本科   \n",
       "8         高级游戏测试工程师（合作产品-网易）  15-25k·16薪  广州-天河区    False   1-3年   统招本科   \n",
       "9                  高级游戏测试工程师  45-75k·14薪      广州    False  5-10年   统招本科   \n",
       "10        高级游戏测试工程师(网易-梦幻西游）  15-25k·16薪  广州-天河区    False   1-3年   统招本科   \n",
       "11  阿里灵犀互娱-高级游戏测试工程师（SLG）-质管      10-20k      广州    False   经验不限     本科   \n",
       "12                   游戏测试工程师   6-12k·13薪      广州    False   1-3年     大专   \n",
       "13            游戏测试工程师 （高玩方向）  12-24k·15薪      广州    False   3-5年     大专   \n",
       "14                   游戏测试工程师   7-12k·14薪  广州-黄埔区    False   经验不限   学历不限   \n",
       "15                   游戏测试工程师   8-12k·13薪  广州-天河区    False   1-3年     本科   \n",
       "16                   游戏测试工程师        5-8k  广州-天河区    False   1-3年     大专   \n",
       "17                   游戏测试工程师        5-8k      广州    False   经验不限   学历不限   \n",
       "18  阿里灵犀互娱-游戏测试开发工程师（MMO）-广州      10-20k      广州    False   经验不限     本科   \n",
       "19        高级游戏测试开发工程师/测试开发专家      40-65k      广州    False   3-5年  大专及以上   \n",
       "20               高级游戏测试开发工程师  20-40k·16薪  广州-海珠区    False   3-5年     本科   \n",
       "21                 游戏测试开发工程师      10-15k      广州    False   3-5年     本科   \n",
       "22                   游戏测试工程师   6-10k·14薪  广州-黄埔区    False    NaN    NaN   \n",
       "\n",
       "   公司融资情况          公司名称      行业           规模  平均薪资  \n",
       "0   融资未公开    某大型知名互联网公司     互联网     10000人以上  13.5  \n",
       "1   融资未公开    某广州大型互联网公司     互联网     10000人以上  70.0  \n",
       "2     已上市      某知名互联网公司     互联网     10000人以上  60.0  \n",
       "3   融资未公开      广州四三九九游戏      游戏   1000-2000人  15.2  \n",
       "4   融资未公开      某知名互联网公司    金融科技   1000-2000人  31.2  \n",
       "5     NaN       国内互联网大厂  互联网/电商     10000人以上  53.3  \n",
       "6     NaN          乐游方舟      游戏     500-999人  37.5  \n",
       "7     已上市    某杭州互联网上市公司     互联网     10000人以上  26.7  \n",
       "8     已上市    某杭州互联网上市公司     互联网     10000人以上  26.7  \n",
       "9   融资未公开  某广州大型计算机软件公司   计算机软件  5000-10000人  70.0  \n",
       "10    已上市    某杭州互联网上市公司     互联网     10000人以上  26.7  \n",
       "11   港股上市        阿里巴巴集团     互联网     10000人以上  15.0  \n",
       "12   战略投资  广州游爱网络技术有限公司      游戏   1000-2000人   9.8  \n",
       "13    NaN          三七互娱     互联网   2000-5000人  22.5  \n",
       "14    NaN      多益网络有限公司     互联网   2000-5000人  11.1  \n",
       "15    NaN           可酷淘     互联网     100-499人  10.8  \n",
       "16    NaN   广州市汇宸科技有限公司      游戏        1-49人   6.5  \n",
       "17    NaN          星辉游戏      游戏     500-999人   6.5  \n",
       "18   港股上市        阿里巴巴集团     互联网     10000人以上  15.0  \n",
       "19    已上市   某 知名互联网上市公司  互联网/电商     10000人以上  52.5  \n",
       "20   港股上市        阿里巴巴集团     互联网     10000人以上  40.0  \n",
       "21    NaN  广州纵梦互娱科技有限公司      游戏       50-99人  12.5  \n",
       "22    NaN      多益网络有限公司     互联网   2000-5000人   9.3  "
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "非薪资面议"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "5a723ae3",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>平均薪资</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>地区</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>广州</th>\n",
       "      <td>15.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州-天河区</th>\n",
       "      <td>26.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州-海珠区</th>\n",
       "      <td>46.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州-黄埔区</th>\n",
       "      <td>10.20</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         平均薪资\n",
       "地区           \n",
       "广州      15.20\n",
       "广州-天河区  26.70\n",
       "广州-海珠区  46.65\n",
       "广州-黄埔区  10.20"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 分地区平均薪资\n",
    "分地区_平均薪资 = 非薪资面议.groupby('地区').agg({'平均薪资':'median'})\n",
    "分地区_平均薪资"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "f260e86e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[15.2, 26.7, 46.6, 10.2]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "分地区_平均薪资_values =  [round(i[0],1) for i in 分地区_平均薪资.values.tolist()]\n",
    "分地区_平均薪资_values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "23b5bf70",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['广州', '广州-天河区', '广州-海珠区', '广州-黄埔区']"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "分地区_平均薪资_index = 分地区_平均薪资.index.tolist()\n",
    "分地区_平均薪资_index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "7144cf60",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Bar\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "\n",
    "c = (\n",
    "    Bar()\n",
    "    .add_xaxis([i.split('-')[1] for i in 分地区_平均薪资_index[1:]])\n",
    "    .add_yaxis(\"地区\",分地区_平均薪资_values[1:])\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"PM-分地区-中位数薪资\"),\n",
    "        brush_opts=opts.BrushOpts(),\n",
    "    )\n",
    "    .render( key + \"_bar_with_brush_地区薪资中位数_\"+output_time+'.html')\n",
    ")\n",
    "# c.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "eea5da69",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>平均薪资</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>工作年限</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1-3年</th>\n",
       "      <td>17.485714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3-5年</th>\n",
       "      <td>41.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5-10年</th>\n",
       "      <td>46.233333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>经验不限</th>\n",
       "      <td>20.183333</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            平均薪资\n",
       "工作年限            \n",
       "1-3年   17.485714\n",
       "3-5年   41.800000\n",
       "5-10年  46.233333\n",
       "经验不限   20.183333"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_year_salary = 非薪资面议.groupby('工作年限').agg({'平均薪资':'mean'})\n",
    "df_year_salary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "2163b27f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>平均薪资</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>工作年限</th>\n",
       "      <th>学历</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">1-3年</th>\n",
       "      <th>大专</th>\n",
       "      <td>8.150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科</th>\n",
       "      <td>10.800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>统招本科</th>\n",
       "      <td>23.825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">3-5年</th>\n",
       "      <th>大专</th>\n",
       "      <td>22.500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>大专及以上</th>\n",
       "      <td>52.500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科</th>\n",
       "      <td>26.250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科及以上</th>\n",
       "      <td>53.300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>统招本科</th>\n",
       "      <td>70.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">5-10年</th>\n",
       "      <th>本科及以上</th>\n",
       "      <td>31.200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>统招本科</th>\n",
       "      <td>53.750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">经验不限</th>\n",
       "      <th>学历不限</th>\n",
       "      <td>8.800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科</th>\n",
       "      <td>15.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科及以上</th>\n",
       "      <td>36.750</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               平均薪资\n",
       "工作年限  学历           \n",
       "1-3年  大专      8.150\n",
       "      本科     10.800\n",
       "      统招本科   23.825\n",
       "3-5年  大专     22.500\n",
       "      大专及以上  52.500\n",
       "      本科     26.250\n",
       "      本科及以上  53.300\n",
       "      统招本科   70.000\n",
       "5-10年 本科及以上  31.200\n",
       "      统招本科   53.750\n",
       "经验不限  学历不限    8.800\n",
       "      本科     15.000\n",
       "      本科及以上  36.750"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 分工作时间和学历平均薪资\n",
    "df_year_edulevel =  非薪资面议.groupby(['工作年限','学历']).agg({'平均薪资':'mean'})\n",
    "df_year_edulevel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "9e3d7c57",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>平均薪资</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>行业</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>互联网</th>\n",
       "      <td>26.715385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>互联网/电商</th>\n",
       "      <td>52.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>游戏</th>\n",
       "      <td>14.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>计算机软件</th>\n",
       "      <td>70.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>金融科技</th>\n",
       "      <td>31.200000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             平均薪资\n",
       "行业               \n",
       "互联网     26.715385\n",
       "互联网/电商  52.900000\n",
       "游戏      14.666667\n",
       "计算机软件   70.000000\n",
       "金融科技    31.200000"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 分行业\n",
    "df_industry = 非薪资面议.groupby('行业').agg({'平均薪资':'mean'})\n",
    "df_industry"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "b22612f0",
   "metadata": {},
   "outputs": [],
   "source": [
    "with pd.ExcelWriter(key+'_'+output_time+'_.xlsx') as writer:  \n",
    "    df_year_salary.to_excel(writer, sheet_name='分工作年限平均薪资')\n",
    "    df_year_edulevel.to_excel(writer, sheet_name='分学历平均薪资')\n",
    "    df_industry.to_excel(writer, sheet_name='分行业平均薪资')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9326b535",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2b4f207e",
   "metadata": {},
   "outputs": [],
   "source": []
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  {
   "cell_type": "code",
   "execution_count": null,
   "id": "70f92c9d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "981e1308",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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